{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Helmholtz equation\n",
    "\n",
    "We present a differentiable solver for the Helmholtz equation, based on `torch-harmonics`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\lixia\\AppData\\Local\\anaconda3\\envs\\paddle310\\lib\\site-packages\\paddle\\utils\\cpp_extension\\extension_utils.py:686: UserWarning: No ccache found. Please be aware that recompiling all source files may be required. You can download and install ccache from: https://github.com/ccache/ccache/blob/master/doc/INSTALL.md\n",
      "  warnings.warn(warning_message)\n"
     ]
    }
   ],
   "source": [
    "import paddle\n",
    "import paddle.nn as nn\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation as animation\n",
    "from math import ceil\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"..\")\n",
    "from paddle_harmonics.sht import *\n",
    "from paddle_harmonics.examples import SphereSolver\n",
    "\n",
    "\n",
    "cmap = \"twilight_shifted\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "device = paddle.set_device('gpu' if paddle.device.cuda.device_count() != 0 else 'cpu')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We define a shallow water solver class in `shallow_water_equations.py`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initialize parameters:\n",
    "nlat = 128\n",
    "nlon = 2 * nlat\n",
    "lmax = ceil(nlon / 4)\n",
    "mmax = lmax\n",
    "\n",
    "# timestepping\n",
    "dt = 0.001\n",
    "maxiter = int(10 / dt)\n",
    "\n",
    "# initialize solver class\n",
    "solver = SphereSolver(nlat, nlon, dt, lmax=lmax, mmax=mmax, coeff=0.01).to(device)\n",
    "\n",
    "lons = solver.lons\n",
    "lats = solver.lats\n",
    "\n",
    "jj, ii = paddle.triu_indices(lmax, mmax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def compute_initial_condition(solver, device=paddle.CPUPlace()):\n",
    "    \"\"\"\n",
    "    Computes the initial condition\n",
    "    \"\"\"\n",
    "\n",
    "    lats, lons = paddle.meshgrid(solver.lats, solver.lons)\n",
    "\n",
    "    u0 = paddle.zeros((nlat, nlon))\n",
    "    u0 = paddle.sin(lats) * paddle.cos(3 * lons)\n",
    "    u0spec = solver.grid2spec(u0)\n",
    "\n",
    "    return paddle.tril(u0spec)\n",
    "\n",
    "uspec0 = compute_initial_condition(solver, device=device)\n",
    "\n",
    "fig = plt.figure(figsize=(8, 6), dpi=72)\n",
    "solver.plot_specdata(uspec0, fig=fig, vmax=1.0, vmin=-1.0)\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "preparing the simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ykhqk2295NQBjZs0EETV1Sl//O//9A58TURMXfvFPANg3nILt3+DbP9pOKBzhwx/+MJdeeukZj2tRfvWyCNvnqWzfvp0//tAHyY+d5G2vfzkX3fwmtp4cY0VLhBNzBa7uFQ9mVTpO/mub0M5GdwpN1MlUMXqEBrXxvJoj68Wre+t/huk93/Jf2/lafGnb+Xc2fO+BUzUgjs40gmxtb6O986z2Rhipdc6doWy24W/7xhqhl8rZDe9jkUazhaYovOO2izhyaLDhc8t1CNmNCQfOvPd6IN7w3nVr5zH77H0Nfyvs29vwPrLx7Ib3yupaZMGhefbdCztrdtWZvd9u+JudrU0KkWW1fRodImzueLpmtogHxARjHrjf/+zEFx6haZm4n4HXf4AfHUux3hnmH/72r9CSLXz0ox/jggsaQ9QW5fkhi7B9nsnu3bv5wHvfTXroOG+4dBNX//7HKekhhjJZViebKacG/e+akVY0PcR3jgnTwe6dBf9v0Rah7ZZyDmvXimX07SsbQTv24Cf81/kjNduhHg3SdNl1/vvZ1vUN2x2cqgGyXHVoi9W0zp55dtnkvOIs2jyvesFqBPczIynCZiNgx1MWjnSqOY6w5Z7VGyFk1DToJbEEOo37tqu5hvfzQ9RKbqM5gXSjKWNuWw2U+jynmHlu42T0rT018805Sxp/Z0NTDfKu26jVnyoKG/JssWZLPjpZ04BXtIuJbHlOxCNPfPtu/2/xs1eT3/xSAB45nKLnvr/ks9uPEGzv4i/+5u8455xzWJTnjyzC9nki+/bt4/1/8C5Scylec3YvW87ZQNOWWwhEO8iM7gKgMiW018Tqy/ztRhwRFbBtsKYRpbM17bAlWQPSy9b0+a9PfrGWNaWaBoWhmuba+eIXNxxbpXuz//rYXCPA5sMzEWx02iyJN2qThutiVwsNn2lGYwjZ4+MzWBKuhYqD47qkcjauC64rM8JMlbh01g00heiaF5MaoVFDduZFGwAcz6Qa3ndEGo9DGdvT8N7KNpo7rGW1+/CVJxvNLKFwbcK4bePpU5kBdo3VjmHn3pp9vFqsQfniiwS8L22pXdvZ7d8BINAtohz2Blfz7KCA9MB9f87nduwj2tHN3/zrv7Np06Yz/v6iPHeyCNtfsezfv593vfs95NMp3vn2d7IyniXacxaqKTTE4vRxQOTwA8SXXQgIJ08lmARgqlCD19OnaktaTa2B8CWravZAgMHPfcx/7dqNQ6D3Ve/wXw/ZjXGmqVLj0rw6L4wrEVjoIV8db4RYZvDpBTbVxPJLUBQVBVXEdQH3nhijVHEoVUXlr6p09KmKgmEohAMKybCOqSkkg0K7XpNsRsFZoEHa85IYHjwx1vB+/9ESvT2NDr+XrGtcCbjFmYb33kTnydcerWWj6UbjJHT9lsZ43mSgtu39+2v7HXymMc7Xk5UXimv4qnU1DXtu31axr3XCpHH/sDDR7DtQ4iWXt3DwH97Pf2/bS7K1nb/91H+xceNZp933ojw3sgjbX5E8u/8Ab3v3exkfG+OP3/0eLrvoUlxLQFPTBWirpZR4L8OTijPHRfoqsmQgojxhWmYiPXKi9rBbtkssJL5TrDjc0FmDzfh3/qPhWGLn1Rwrue5zG/52fK7RphrQG5f4FcuhMg/WS5sa4dqnlrDKAgSuJWBdHD8MHqhlN4TWjbdhAWXHwnZdcpUK2UoVx3XZfjKHZTfC1tTFv1tW1Bx+yrz/AzRiFx4cHKU4z0l36HBjSFgkodHR2gjom1d3Nbw/PC9y4/4n0g3vtTrg3nxBsuFvK5I1+D50oqYVP/lIo03bKYtzXnpuzTzz+rPFGJg9/H3/s+TKy/3X3z46zeGj4nzOXh8iMnqIf/zEJ2hJxvjrf/gn1q5dy6I897II2+dYDh0+wtv/4A8ZPHGC826+i5tvvJRVrXEMVaXFDDFWFMv0E6k8Wzpb/Iwltc7bXu9JNxK16lT3Ha950NsiNS1tjVWzxwIUju7wX1upFD23v9d/f/fhRrulrjVqaC0RfUE2U6ogbJ+eIr2qLUoiMC/zamQXdklo3U65pomrwSiKZmBEWzAjIs60FGomV6mQq1axHRcX0FWFoKYR1HUCukZA1TEUtSF6AkRSBIDilFFVk/n4fWpikkxZmBg8O/DOZ4vYlcbHIJxsBO2F6yOE5k00ZasR2I/sajSxzJc7Lq5ppStiyYa/TdZdk2/sqGXezdTFHa8/q2YKuWNVTesuzAh7bqhZpAh/f0hsf+CEMCv0dxtcu7yDJ7d+jX/9/Dfo6Orm//u7v2bFisawtkX55coibJ8jGRoa4t1/8D6OHTnERS9+NWbrOVx/jtBuKrbDD3cKjWb5EpPZjIDBbRvF0t/FJZIdEd9N1xwx0WWX4ki9bevx2udndTbaSeOTjZ51I1oL6dpRaVze7jlRwqo2Donz1jRqqrF5poLRdJmgIUBkSiCd3d5CQGrfrnREzey9B6dSFl4uQJEabah3nXD2yYQMTQvgym0VXPan5n4ibKce/W/0pjaC7cswIq2oegBVN1EVMensnhWTlS2Hu6cl7x0qkkk3QlNVwZYmC0eafs/Z0Oj4a4uYvl0ZYHCmxPBEo2nEnud/e/H5teveM88JaM9LrnhqtJYgMjxX229vU20SvbhbZJ45lZrpKKcKh+S+qZT/2cnpMis7xP67o0G+99AP+M9/+Xc6e/v5xuf+hSVLlrAov3xZTEH5JUu1WuWD7/sA92+9j7f97u8TW/YGEv1BbtnUTLpc5eSc0D7yUzbJHp1To+LB+p0rBvx9pHfdTQHQ460NAfk5q2Y/LdVpZhGj8bYa8Zq9Vpd1EjwZ3jfKnMwQK8n41nBEAMwLuxpICOdToi6yIF8VxxnQNfriUQ5Mp2mSdtOmYIB0pUybaVKVVbWqxTkCbeK3i0P7Uc0gim6gBsI41SJWKY1VShNuWeEXiVEAXIfVkQCV/BTV7AyVmSFKuTS51BxOsQSui2IaqKEQimFQMYUtVg/EKEc7mCrkyVVqsPIcegcni+iaQtBUCLZpyP6StCQ05qSD0bum6/uCVOeZSuZfYyjR21EDYdBQGZ5uhG9Ar2nL0w40VWsmA1NvhG24Lla5Kyn+X7EcVrU0TqQAqhlnulygNRAmjtDePXu9ZTtcuUJo1FFTrDZeesN13Hz1VXz8E9/mwitvZtVZF7L1q59cbOvzS5ZFzfaXKPd//cu8533v5YabbqP9ildwdJ/FhRdHuLS/nbv3Cyi4LhzZLZwi518svM6nJiu8eqlYVuaP15b8sdUX+693V2rhRYPTwj5XkXC4dYPwfnuaV5vZ6Ph5pk7rAXjs2cbl7w3znDn98RghmZXl1a0thVuIaOLh1TztslwgLgvcBOocUrmx3Thlmc3mFTYAXKuMFophRMXxamYEVTdRFB1wcawyejCOY1UEbPMCtnYujTUPtoquU52aI7xmFbFVFxFI9FCUhV+mikUfuPc9mSaWVAkHxd8Cpjj2Fe1BbAcsqXXPStPI+o4YFUliz2zQEQn55gpPuZ3Mi3tYlN/xTCvFinh/46pOKk5jhISZrTnpgonGTg6PjTU641LF2rYX9tXMEUmzZlrYMy0mth0naiaJkoxqeMOlNbNDyLVxXYeqFuC+w8N85dNf5MjOh/j4X/0Nb3plYwLHovziZBG2vwQpFov87mvuZM+zz/Lxj3yESv9G1raIDKaA1EwfGplj98Ga5/muKzv91/rJbQBU5ybQY+LBsrKztGy5HaQG9L2jNfvs+GzjevXmjWIbL1KgPyK0IS+udOvR8Ybvl6XZoDtZg/KlXQKA5VzNeVOYlLVni0Ija95wK8jEALcOJKoWkNEAjcvz9IltKLIymGqG0Mwwmim0ZkUz6kArTA9OtYRVTFHJTlOdG6M6M0F1aobKTIFSqkIpY+M6LpqpEGkxCbaFMbvbCfQsI9y1mkCiB1s1+OQPT5JPidAxzVDQdIVYUsDW0BU6mnW64mLi8BIwVjUnsR3Hb6lelRB2XdfXGj0Txkyx1JC4MV2oNESCAGyal+hhje9DUWsTUqh5iX8dAO4+IswIQWlu2Lu/Nla2bKyZdS7pawwr++HgJIam8PAXpzAHZAPOQu3evOcNyykfeIBASx+GtJEHYt382w+28dVP/BUb1q7j85/+5GJ5x1+CLML2Fyzf+vx/8v4PfZjbLtnM697828S7NzLy7X8gccENvmNpNrYEAEPaLJ88NcftK4WnO3X0YX9fZrLm/S4mlvivv/xUY0zn/Ft40+bGB7s5JLRNT2t7ZiQFQKTObrgkKR7gDtlPi9wEpZlB8duDz4rjbe3Gzjd63FvPe5nQLhUVRdF8Wyt+dpaCoqg4qDhSGyyO7fFBq+omiqqj6gEUVW8I/arkJ38m2OphneTF5xNbfgFqrJP9M7McGC8yOSUmGQ+4iqpQHCpjdhh0LxWQ7WjWiQbEsW/ubMJQPXuz69f6nSwUfSegLmtRHJ/LE5bJFUFpr86Uxe95BdcTQd2P4fX2a483FqvRDNmAUtZluHe00QSx89HGqBBVV2hbLo79nOVhBpLivu0cTeONhsf+Q07Ipdq+Lnp7P+s7YkQOi7Cx6BKRxWY2LcW1SvzP177GZ/7nc/zVx/6MO1/+chblFyeLsP0FSSaT4S0vu5mh8Sn+5v/7D/p6e5neeTcT94qi2B03CRNA25aXATBWytMVFA+gJR0crl31Nb3izAmCTf1+1tPB1CxZ+RA/tlcs+z07Y0jaVk25JL5lY2PRF0M+9B4gAIYz4uFNBsUD21vXocEzFcw+fTd2Xi7/pY3W7OpB0YX2pSfafGdbtGO9nzo8WcwzWxT25I3NTTioVKQZouxYVGyZoIBLC1UftKDKCUkBXFzXwXWqWOUcTrVAOTWGXUhTmRqmOjlJZSaHVayC66KHTQKdSYIDKzBbeoj1bMZSdR+42bzDqYfSULBAV1GaxXmbHQZJWT7y/NURumIhQrLWhPf/VLlEyXJ804EnO4aymLo456aI+O7QdIVkVADVy4TrTdSurRelkayIScsqyf8XGiexqeY1De8/9+mRhvdurgbQtbfXJtfOutXJD/6rtoIpPbUfLSCdZO84m+X9JhdVBfBDHatwHYvJQDtx02BifJw/+uMP0tfexn//93+RTCZZlP+7LML2FyDfvece3vOud/LKq87mzle/DkVRmLznK0ztFxDtvkiYCDpueqO/jS4LozhWCUyxzFftEpa0gxqIB7Yql+K7Jqb9En9P72/MwOrsFA9Yi3zIz+8VAAxpAgAFu4outUVPsypLc4b3HYDKxAH/ofdKEeb3PeNHDagh8bAaHb0E25ZgxkQNACVSW8pOFvMcnRWAPj5eZma6toR9y7U9DaBVUNBVBV0VVl9P84+qOrgCbj8LbLWwSbCvi/DyzYQ7VjPrGgymcjx9pMD0sTJ2xsbNWz5wCaiYfSFinTqRqMpAu0EypItauNLOHTNNyjKsoGjZ2NI0s2M4gyVPTc5l5AoOpoyt9WzB+aJDh4wgaJI93frjYdpDEXnPxXVOHWsshJNYehEAttR4P/UjkT04OyggW9ktQwEdB/Mccb8jbWL/F26M+Kud7YeKzB2TNv0fDVGdniT+mvP933nPjV68dhjbKvG9cZ3plIXrunTM7OGf/+2f+au/+kteMi+rcFF+dlmE7f9BZmZmeP3rX0+1YvGel19Bws6jxZJM3LuNwpx4QDvPF0BqvvJ29KCovKXXxcYeSdXiZ+v7fyUDtddPjYq4Sc8OuP2IgG1Ypqv2toqHuSsuzAWrmpKY/nJe2hwVz85YE006kKS7CoDZQ2J5KWyoYn+Fo7vQomJCCPatJRAX5g0z0sq4dDwNpfNsP1abBIIBxQetVXaxSg6KqqDqoAdUXnd1J7qqoCoqmqL4oHVcF8uxsRyXkmXhIJbyAU3D1DSSZhAdl1J6iEp2ktLwIex8FjudAV1DDQQI9K0gseJiVDPBdLnAw8dnmJyxfeBqCR07Y6GoCrqs5+sBNxFVuWpFC8G6Sch2Xd8EU7Qsjs7myJXE+5JMjogFNSZT4p57YWWGrvhw9hxyU7M2m5aJe+uVU+wORankhBZaSomYaLskVi9GTExku51G2+z9/ytsus6omNj0tQlU+RvXXF1zcGZL4h4cGiwzs6NmitBaaxrw7796CUndoJIT4+wfHsmTlQ063/6OPv7oIx/C1BT+69OfXixe/n+QxdCvn0Nc1+VLX/oyH/zjD/Oud7yTK5ZHqEwNMfOY7K2lK4SbxaXVYkKDicqqTntnZ9n2lNBSLlwR5enj4qGKR1WuWBb0vcs6qm/39CDrhS2FQyqJaF1oUDxAZ1Rond72riOLmcipVAdsqTV7NkgHm4DSGO/ZvPo60oNPiN8LRtECUcxzbqQwegAj2Ukg3oURaSZlu+Rtm4CmcnQ264N28nAZe66KmxbHHtkSXwDaYFjhRydmaY3prGqJETMbEyB+EVKaGyLckSBp53nZ2j4eH5vgZELl5LEKlYyDoiu4louVstCTOtlxi7Mui9IVExNMybZ84GqKQpQKqpmgoFc5rzvIsbk0s8Uq0aDKurY4I9kC7TFDFpFRuHRpE0+eSgGQKzrkCjVn4e7jJZqTGkOzc0xNW9xxngNKmP5IHDPaSX5yvw/balZA9Zx2AVAtLqIWCi8VEN21X5iiijMWnEZt2tSVkP8HLoKvP1VLmGhp1jl1okKmLLPngk3EsDGDRVouTwLw92/8IRf+0ftpTj3L5ZdfwQc/+AFe+9rXLrbp+TlkUbP9GWV0dJTXvO6NOJrJn//unSSTTTiVIqnHHvC/41SEhhOVBUDazn4J+6UG+9jhLBODwp7Zvcz0Y1nvWCseIqUiPP2aEcapqx+wfUY+fFJT8kwKzSGhoWxqEXY7x6mvXSCzz1TxnbLrYssn0tPU4pruf8+t03tLc8fRAjH/WFRdANF1bVJSc5vIF9k3XtOW9m0rNIDWTUngmxpK1CR+XpxgWKG7w6A1ptMSNliSEBpzRDVQEPELFjYl22Y8nydXsShWHSq2g6EqRAM6m1uaydgWYbtIafYk2f1PYM3OYmUKWPkqiq4Q7G7GaO+kadONGOE2Jst5js7mODld9oHrFGyWXxBBVSEWVokFxQTWFQvQGhaTVjQ/jqoH0QJy2W8mKDji/KzBbcQHzvWL3HihV+sDVWZ0cV4nUnkmM+L7o1MW5WJjhIZXQ2Fpr7i+0aDKFd3CxOTVxSgM70eL1OJroz1n4UbaeOSUcJSubI2yczjDiVPi3t9+oTAreHUszm6OgTxGF5e9MyKsrCUU4NHjKQCuXdVCsWoR0DVaA2H+66laQfXjf7cHfWU373zfMj708Y+Smp3li5/7DP39tRXaovxkWYTtzyCf//zn+dCffoyPfeCDXHjWMvRgAt0UQKoUxIM2s+0bAOjN7b6n94SS5PEjAqLjJypYefHArb8wzJZe8RANyHjy/KhwWsT6t4gPVPGQPDEmHiwv1nNFs3j4w0ZtOdise6YCAXDhdAIHlbIM+6o6jq/Zeg6fJj14OqVIiNSuFcWgXNcB4Xg67YM2lXWYlR5/L+01/0OZASVBqzSZGK0GK88Ksqw1wIrmmPyzTkDV0GVi8k8D22TQpDkY/LGw1cMmoVUrCHQsIdy5hjktTLsZpOA6jOcLHJgUpoBq1fUridUD9/KOME615KdG1wN36tEvoTe1YiREskh8QNSTOPXFv8bsbKXlQmHfNGPdfvr1VKHE4UkRvjU5I67j5P6SF3iBHhe/e4mMtT67U0yecRXmDj4k7mNJHIuRFEv5cLtoez6qCO1257BY+l+zol3+pvi9PqXoRzn4STFGBG9tNFTI0RuOMV0Rq5MJGTO87ag49nzOYfqpLM6hKVb/3kpGj+zgm//5L3zkg+/hzW9+86KW+1PKImx/CqlWq7z97b/H3iOD/Odf/yXhUABLDzGYEYN7dSIJwMy+7/nbNK+/xX/9518/CoARbByUf3B9zf41u0duK5++Fhm1MCWTAfZNit9K18VMXrZUaDBetEHcs8uqNQAXvSgA2/aD873vA+iK6jvN6hMR5j8+Hmgt1/FjTgG+tnO8AbReuK2qKxhBhfSTGR+0sQ6di9dHfNDGrALl9AjV3Ax2MYtqBtHDSbGD7s0/N2yrBWl+CWiE+5ox2tsJdC0lufxyH7bAAuC+bHM3ptdix6ngWKUG4GaPPImdq6XG1gN3/JvfJtguQGl2thLsFXUHCgd20X7960AmbhyYESucH+zOkpWN4uy8uGhqUMWIiXtw4TkCoFd0C+gWZ47Le6tTnBDjSQuK34v1i7q1ii628e5uRhZP12aOYoTFfrxqaF6vOte10aWDtpwZwYz3crCuFf03vj9LpEnD4+nMngJqTEeNWTzxnX/i7NUd/Oen/m0x++ynkEXY/gSZmpriRbe/mJ61W/jb97wdTQvxxLjQModmK7x8XS+ORFN5TjwQU2Yrp9Ligf7BD7NE28UDtGm1sKte1SsevKmnv0rxqEgUCK9ZB0CoR4T85JMitdWDbLHqUJHJB15+//UrBazrQ5K8rK5SXVpvQYZtWY7ToIU0SSecrqh+4W2XetC6DaUKC3Wg9X7TC+b/xHeGFoA2HFVJxlU6kwb9yRA90Sh7J2dZ0Ryj2QhRLc5QTo9Qnj6F6zo+bI1oK2a0A9WIkLUrHJlNk68Ip5mmKkRNjZZwgNZQCLMwQ2HyCOXx41THx8mfmsGWhWa0gIYRNTGaokQ3XUCofQWBWLcP3O5ohHy16kdGGJqYeOYDt5waoTR5HLsgVif1wHXyOfInJnGko0wzNYykuM9WrkSwIwlAcMVqvzzmhBph+7CI+ti7XWiRelilKtOEPeBedl6EzZ1iQg3LqBSvX1olPe7bdZMrZV1dT02W48NrCZ85+Yx/vMGWxqW/F1ECkBup1e91u4UJ7B+/dBJNOt5Wrw9wW4/GYymFR3+YxcpZHNn3HfIzz3Dvd79FZ2cni3JmWYTtj5Fdu3bxW696FX/4jndw9dU3kbKrfOkp4TWW0VD89vmiIHcxdRJVF/B6OqtSkoVM9h4uLoTs9q+LbQ4f8mvJtl4vKu6HOzYA8MOhMY6NCc1kblqAc9kyAdL6MoeXL5WVsqwaXCOG+N5ssZZ15CVQAITr8voTmtBIXLfaYCPW9GBdsoRLPXjTTiNoQ5qOLhelKi5/e/+J04I26DqU0sOUpgepTI9gp2axMgIY4XUbf2mwbbrqOrRAmGBTP1oghqYHsVGouLZf42E+cIOuhWOVsct5rGJKXOM64Lac/SJm93yXyqiIHqhMpSjLOheBlhCVuSKOHAOx5eK+B5etItS9mkibaND4rSMiXdfQFfbsFdt6wL3yqrifQNESFvdzbbLZj8muZMWEr7csx5D3xbHEPjRDmDu8Iu2pwz+kXox4G3pIOM4mQ110y2wxL9ywOH0IRTMIyBTiv71vmNKcjR5S6V1qcmP1MRJrr+BHcwo/+l6K0aM72Pfsf/ONL3+e8847j0U5vSzC9gzyhS98gb/86Ef4h7/6a1auPYdtUpt96NEsAyvF4H/NWT1UZelD0cVVfP7wVJW4zEbKVWyu6BMz/swzXwGgcKDWFDC8crn/+mDftQBsl2m81bJ4iKySuEWr1gV80IZkwPyWrqSvbXpOL0PVfPjm6nqSt4WDmBK6ngYMoLmWD1pnXqtvPRDDB63r+mm5XiUvx4w2gNaxy9iVPFY5i1UU2ttEdICeaBRSpxpAaxeKuJaNomuooSB6sgmjpYtg61KCyT4szWSqmGc8V2IqVyVfdqjaLqoCAUMhHtJoDZu0R4I0BYIoxRTVwixWMYVdyokC5YqKohk+bIEG4ObsClXboUUWa/f0e9d1xARUB9yRYBdNwQBNZgilWqA4c4ziyEEfuD23/QHZ0Z1MP/BNgAbgNl24Dj0mHF/1wHUUjXuPi4SFk2NV0jJc7pJzBQArtktQ2uIvlVW+cG2sqjBtZGRVs6ghJs0dE9OsaUmQlGPRrhbITx6kmmpM0TbiYgI4ERZlGRNBkxOydvGVvSK0r5IdxbFKfG/C5NhxMS68sfjm3qfFufSu4Z+3xZh69iSPP/43fOxDf8Ab3/hGFmWhLIZ+zRPbtnnfH7ybnduf4Yuf+1+CiRY+u+MkAKcOiAG3tF0M7NyEcGYFEt2+82THXJnVrTJ+Miz+X5oScPUgq0pgBpcKU8EBCdkdErKZIaHRGtJpopkK8WaNqVmblb3ilsUDGrGAzkS+6DcGrDoutuNSwsF2Hb8QTdUWr0+l86xrbcLwCo+joOCAoqHpGtVSLYtJUVUU1fCbJiqK2gBax6pgV/LYc0NUEKFtpwOtXczQNPcE2VwKHHtBavFzKVYxhR5KUtZMdFxUFGJagPomDsKMIlKMwUDV4UDOoqq2EQXmSmIMNJlhQi1iorxfv5BzBqL0ALHus+F6mH7gm5hNITrveCOF4Wepzk1iZefAdSlyiOLoIRKrL0MLtXLTsh5O5TNAFroMzu5KMFUQWmq6ZOG4cGlXEr/WhKKhm3Fmq0VKXmYF4riOT5Y4Pllimexddl5zhEj7GryYkfL4MQC8NUxCZqqlSxWaQwb3P5kGhMZ9cU8Ham6CW3tgZqCDJ06m2PU/ExAx4JbbCU4fYP/ffoYXd5pMvek9RHv/ir/617/jsW3P8O+f+Cd0fREv9bKo2dZJKpXiJTdcy4q+Nj7w0X9lvCIG/P8+MuVrKG+9UVRP0qYOUc0LrTbWtxlVLsdHylVaZaaVMy3ssV4N2uzTIksoullk8OyNC7vY48+IR6EiEyFcq3ZLOtaJh6avrnzf8haxfw+yACUZpWC7jh8WBrXoBT9kTL6/rKdTgJbGLrR2teiDFkDVRHEYL5NNqWRroC3LtOFiBrucwykXRL1ahO3ZLmawS+Jzt1rxYauoKooRQA2E0EJx9EgTZqTVd46V5ob+z5rtU04vIUMV/3SNkKETlrVwDVVDVxRUVBaWH5fXzbXJVStkKxVyFctfPURNAZCmYIB//ufjKDGdlRcIx9Q5A1HWysaQ2dGd7NN62BQQS3kPuCD7hrmOf76R7rPldZzGCDbhtXs8JGvwrjErqLLerRFM+PfJlb3bJoti/DxwYMa360dlDzQvffcKWeN4bp8IUfTaEjWdIxpXDsvOyp/5wiiRXrFN/4DJi9d1i3GgKEwVxbl88uMinrzpiiZec3knJ/7o/eL8//JjfPzLYxzd/xWsqcPc/c2v09LSmDr+myyLsJVy8OBBbr/6ct5854288m0f55ERAcgnZNZNd58YgK/ZJAZf6vhj/raJJRf4sC26tp8am5NFZYKtsoZsQoD680/VuiHMjNsUT9S6qYaWiP0sX1Xz7oYDYn/XL685ILyB3xys1UEdymZ90BarDumSjPeVJo2K5fjONc/eellnEhBeat95Jo9fUTQftBXHXmCuCM4dOy1ovRa4qhlACws4VGfHfzrYqkFydoXZUompvNjfTL5KtmSTLzpULbAsET2gKCJkS9MUdA1MQ8E0FIKGStAD7U8BW1F820VRdGEKkmFuuaqYhOqBe8+9c1gpC7dgoegqSkzA1wPuwc+Poa2I07YuyLmrxWrn3I42qimxOnKqRSoZmVhQB9xqepLYEhFVUA9cpa7qmgfc/OizxPpEaKAH3Ey1xLf3iv16wFUUcV0ABtqFWeFcRYy9yrT4f2y5aHuuxYTp4M//5wi2l4Bhu6y9XKzOblzdTkTWxPjUo6eY3FvEyVk0bRbn+LKZL9J0+S1U5kb5Sno9x/c8zo57P8vXv/JlNm7cyKIswhaAu7/5dd7zu2/lQy++gsve9fcAfHXvMFPSfnbxejHgzm1rwpJ9wXKj+zBlKmWkfS1l6aRQFYV8XXvuQG6MSqyLLz/T2GBw+FFZQ9ZrO6MrxFcILba/Xwzqq1cI51e6XKEvJo7BkEv5tCNSWMUuVL99zs5JEe+bLlnM5Wv22o640QDagK76zRlXRYMNoBXtZKAiIw6qpwGtV9TGswEX6rswzAOtEWvDjLZhhJpwVIO8XSUrwRwZ2/WcwXY8V6ItLBIWIpqJ7joi4sCu4sEWWADc/VNpTk5VmJiwKEzKlNx5wK08eBglEECV0QfzgVu2HM7ubCaKQ3H2RANwq9Mj6AkxlsymLgKJbv++OV6BeNfxJ8Hi1DF5XVsJJoUdOi0DvnaNpwBY1hxh6z6hGXvAvXVjGwkziCYdZ+mjj6HoBuFOaUowk3xn7xQjB2UthW2TaOuFZnrudXEuWyLG48GZtJ8yPv6jDOgKq65L8JpN3eTG9vJgtg1DV2ivzvHHf/Re/uwjf8rLXvYyftPlNxq2ruvyJ+//Q+796hf5mz/9A/o3X8ucEuCbOydJyPCb5W1Blssc9piVx5VFSaqFWd/hYukhJgpCA47LeMNnJ8VA39jRxJefGWPo+8KGqUgt0zkp3qurhNMkviLIFVtE/OnSpPi9hF0gOyjCdppWXyV+q5xtcGIpsU6hndXVjn3k1KQP2rmMTT5Xu8UXbfC6Luh+llSTdA6pTqUBtJlKmfF8gdG0+L0tMrNpPmhFqJQCru2HhM3svQctnDgtaAGylTKZcpVC1fZtzd5Q9MA/ryQstuNSdVws26VsuZSqDuWKS7ni+tqcZbl40WqqpmCaCuGgQiKi0Ro1FsAWWABcxyqiB+JYqs5kMc8xWVjndMBVDAV7MId9fEze30bgGi06rb0Ga/vFta4Hbnbfj8Rxyupv9cAVrX1kerUErhFuojR3ikpWNvaUx6+F4kTaVwGQkueekTUrdo1kmEqJCfqOzWL/CZnSnTsg62BIjbXaL0LTvrNXJKSc+PwIyJVS8DIRIrbpnDAbu2KM54Tu/f1HM5QOC/Cuukmc9x0bO3nwqJhMzmrW+dAfvYfLL72Ej33sY6h1led+0+Q3Frb5fJ5XvuR2muIR/vBtbyWU7GR3DvaeEgNn8xLxACxJRInLykvIVFpFahiOXMKN5XMck55cQxLi6QPC2TX7pAjVqe4cBEDvEtoBsZqZ4PbfFy1wtjTXCjanj4gHsTpX8yI3n32rD1pXJhno8V4ftGXbJlWugfjevTM+aK26tjm3XpRsAK0qU3wt2ZCRcMsC0E5lLLJ5h2rdft50ed9pQevVry04VT/8rC8UfN7AFmgAbmHmqOwgoaAaIfRA1IctsAC45y6JcnCiwPGTFTLHy9iD0nZdB1zjon5QwWgR+5gPXOfkk5ROHfDPrR64ZnOPn4TgARfwy2/WA1c1TD/eNrFUwDI3vp+YjJM9WSiwayTDHat6SEloV+XqKDgtbK/V9CROueCbFNJmEoBPfmmI6g6R2qvIMpGB9UIhuOnqJC3hANuHMhzcJ8PWUpa4aY5L94YgqWmbpjadWzc088l/+Qcmxkb50v9+kXh8YWuf3wT5jYTtyMgIt954A3e95g1ct6WfaPdG7hmc8wu+dCdMlibFoGqSsbNWJeOn5lYlVDy76aGZLENTAiIzs2Igz+3KYx8QGoKdzmAXazUEApuEFhI6O8lFF4gH6ApZMGRm13conxDLRLNH1ktQNfQmkakU7pJtqF2nwbNvxbp90E7mS4xlxIO1/2AJRZ5XJK7S31lzqt24vLsBtI5VQpUhYV5654OnZk4LWoBAUCEWEdrtq9Z3i1jV04B2NFdiPF3xe3sVSy5W1fWzks5bE/mlw/aqlc3EAwHCqoHinXMlj13J4VQKPmyBBcDVXRcUjbysiTCUyfqwBXzgXvn/etl/vERquIqd8TI8GoH72xctwcpPUJg4DAjbqSNjd1E1zDZh168H7hBhwrruO1516dC0KwU/s8wDrp1LYbaJFZcH3Omd36Jti4jj9oBrpgb9rhBe5Eh5RoSwxZaI9ONHZuHxH4pjqx6WiobMPlz90lbWdovjaQsHeHoow/BYlbnjjaGD9nCR/puaee15vfznV77EPV/+At+95zu/kU0mf+NiM0ZGRrjhuuv4yIf+jGXmGLGBC/nGQTHI1rQL8K1ONNVtIW2UZsxPfZ0rybCcshi4Q1NVH7JQA62T9bz1ArRmn3iQQmcnAbjogghX9wnHxOQzXwbwQQv4bVP0pnaCLUL7dSoFVKMu4cBLv8wM0wrst2KMZWpga24Xt7hScX3QntOTpMNQwRbnYZVzC0BbkfbL3mSQ3iQ8cqCWNQWNoG2NaeyanSMZNDHlMjF+hvTNYqkR2IapcGRMHEc8otIU1mkO6TTJouYRw8RQVTSvbxmic0LFsf2wp3y1Sr5iUajaVGzXL2uoqcI2HQ/85GGuqJoP3GC8W4DXddEdy29AGVEN8k6VvnjM3+74yQofeHUCO7qSx4emWLcsyH4gNYwArgPVGYsX39lGR0TCMtJBuAMKE4cxW3vJ7XkCp1xFledstvVSmR1BbV/DTLEItk3BspguFmkNhbA0kxPpDMsSTYRaRJysD91cisqUyDKrtZOEqR1fJzKwiWSLTCNGRCQomoEeSlDNTaMoKnY+7Zuurt1wE1wptn9CxvpWZI3m8TELEJPp6o1JzuuD8/pgdF2JJ/eL8T53vIxbthn81HH+9kSFD7zi1XR093LDjTdz/33f+40D7m8UbEdGRrj8yqv44zfewfLgFPbK6/n+yVESIY3+ZIilCek5l4kKIsxGDLKia/v9qDzIBqXnwQNtWRaYqT51AgC1WezPlP83ZG3batbmT98ggtpz4yJFMty7lrkf3SO+3yUcJK5lYbR1+6A1okK7VaVG4tUfBXznST1oy1XX7yTQ3ya22diZEKAFUkd/RPHYfnFMM0K76X/1+33QHk+Lzw5PFlCUWmcIr/suCNC2Rc0G0Lq4jMiJZq5UZSZfxdCfH8VKCk6VsGr62q2CghFp8bP/vOI9DeIV4FE0H7iJbf/DhbrOZZ3dwPlouUku7mtvAO7vXrmCU9ms37XCK/DSEYygRzrQgqMUBsX9VwMGTqmCNVerSxBcAy2hEDPFImUJ3O8eGiMaVOlPhjieTrMs0QTFOQFdRcX1eqbNjVGZOoWdS+OUxe/m2Q1A7tgzGC1ijAUStQgXr86DnU+DojJ35GGuXXmF+OOl4n9PyO86jiuBC+4Gl2apdfdEahPRkwDLAkxthdLuNH86+iwfftflrEomufXmW7jne9/9jQLub4wZYWRkhAsvuZIPv+wiLr39VRSSQiPYLb23Vwx0otQF9ZdmB4l1b/brHmSssl/fdCwvQOIt6/71u0Izdl0IhBVmviHCarQNrf7+1LAA84otIc4ZEA6wvpL4XjU3gxkXIM4dfgqA2BpRqT/UKqBsyQlA1Qzsai0N1yuSosmwIM0U+/7MrmkftJ1Nul/XtFX6J9LHH1sAWlVXMbvqiuNsfhmHJwtMzFoUCzKSQW4fjap0twiAd8YXwjZXsXzQAmQKDiWZEee4ortBOKgSD4nr0hIR+ypWbZrDxi9Esz2rI0lc1so1UbGrBeyKuHeOVcJ1XVRVRzWCDbD1bPKedgsiFjk3sofSmFh52Ok5FBm0b7R3E1sqYqftaDuZH32WxFnXoCf7OZUV+uVssYIhI08GElGSmkZuTPR2KwzuoTopQryccpWmy27GiLYSiAkQFlGEhgs8MyTulQdcgO5ohKhm+mOkMCFsseH2lcxu/47cr9je7OzHzgvttB64Xiq2XRLH652nnhROtaaVwkH7oCzrODJTZXJcwPbN13X7xYzM/CR6vNYp+OmJKQxV4cEnM0QSKlP7Srz3t1dwdO9O/vDDH+Lee+/9jQHubwRsR0ZGuPDSK/nTu67n4mtvJdS8lFNli6MzeS7ua8NQNZRSmuyJp4gtPZ/S7CDV7BTJ1dcDYCPiU826WrF5NGISvn9xt9BkA2GFpmYx6E5sExBsP0sW9ZbZYOcMREkGxRI7OCzA6oE23CZsucUZMdBDrauZLNdsvU12rRNCJTNGaVIsHePLBZg1M4omoeHIpe+Dg6MLQDt3YCv5Pbv9fbluI2gjq0R+e6x7Mydk0ZW7n5o9LWhXtkbojUbx3DiuvEZHcqXTwtZr/X062DaFDCKyZGRQ1/xYYEd2SvDgWrQsilW7IWGjvuttyNCImjrJQOCngi3gA1dRdZ6cSvt249awSU80immV/EIt84F77FsHCYQUkv3iXsc2rSRx1jUAPnBnCmX/2Hrjwlw1H7hNm2+mkhnzM/XqgXswnWUqXyEtW5pbtks0qHJOd605ZT1w9WATVlE4t3Kjz1IZE2NUb5Jt7uemUGTb+egyGbMrgRtsGqCcGaU0cQwrKzRto7mT5PLL5T2ucrJY5uHDKQBetLEdT9ThHYTkSgzwwbtrSjj0njiY43cuW0LernB0+2P84cf+kgfu+80A7q89bEdGRrj6qmt432uuZ9OKflo23QrAqbJFe1h4gM1KjuwJAT4j0U41O4WiGSRWXIWNg4KCKu2b6eNiIdW08kqscs2O+U+PzPqgXdJhsk8mKqxfWmtvs6ZVZvGUak6EgYqINgi3rWK6WoN5qxn2QZurWH62WGhWlNfzQFudEh7w9svvagCt18lWq8uPcqr5BaAtjGb97LiWi1efFrTHZgsUK+JBnJKtX7pbDB+0ACY10IKCqgX82ONMVUQeAPzwUEoc1/MAtqoeRA8mcGVCymylyES+SLZsLYAtsAC4ud0HSA3mKeZcAiHx/fnAdRO9DGWypGWH23rYggDugXSW1ckmbFkTeT5w58xmUnLM1AP3+uWd5K3amDFUjahmUsX2i8rUA1ddciEhOWazJ57Cmpui5fyX1MxR8jcDSVFcyQOuYphYmRn0uIi59fqjnSyKY+qKRCnI43APP4QWThJqGSA/tp9I1zoB3GqBXakCm9taUewyjhYgf/JJHht3+JuP/QkP3n/frz1wf61ttiMjI1xy+dX83cc+ylkrugnExbJpslIhbOiEpPMrdeIpCocEgMJrN/teWg+0mmuRkpDN7xPOA6+4t1eMuR60q1qirGqJclh2V2gNm0zlKxyYytApQ74OTwot9TBxbl/Z6YN2MJWnULWBDL3xxrTcNjMEnRuZ3nM3IEDrdb8d3/ofAHTd/M4zgna+1IM21B5CDYYpntpH+4Wv9r9TD9p4SCMe0ljWFKEvLGxz9QXFhTTaZjPV2sRStm0uWhFDoRajG9JFbzEv8qC+Vu7PKzsHxbn2tBgsaQ7RF4tRxCaoB2SN2iJKfUGEeRIL6A3AHcnl6IlGmbQV2ro3MLvnXhSjsZVPuSiAmzpVJNkfIti7CjPSShmkQ00At1i1Gc7k6Y1HuPeAgNzmPgFzLdyKXZjGjHdRyYyRTiwloOngOCSDAVKlMm0RE6hwcU8HtusQ0U1KjoXtOFQdG8ctgB7wgauHWrCKM+wKrGILUAzECZUzxJaez0PhKtcCZrRdAFfV0JuXoaFgW0X/eSnPDqHHW7AyAtz5CRGyNtAhImNURQXdFMB1XexCCs/QlR/bTwTQQ01sTgrlxtUCqHaZyMAFXMKTDP/e+7nuxpvY+muu4f7awnZkZITLLr+SD7zoPDYMNBOI9+LYZaZtF01RadZVClOidkHh0G5Ko2L5FdlgEGoT9lwPtIXpo5jJLuYe+w6VGWHT8iCrBcSD8rqzozw8OseqligtMmbyop4wR+ZSTOVlGNZgif2U6JV1DkYmLaoVl38cHuKSDWI/ArQQC2gic0xqQW1miLwsaBPqWk1mzw990Cq6jp4UERTpoz/wr0FyhbCzOdU8pTmRLorjEtlwFlMPPNYA2ugGkUXUtOlGqsUZcoZn7hCTgqeB1oO2KOv3FsYOYRcyDTGhrZvv+FluV4N4DsiZQoUJ2VJmJmOTzch44rxDVTZcxAFU0dsMIBhVSSR+tsB5xS772i3A0SmBilTORlVKtCV1jkwX2CzNMZ7Ezt0E7Aap3fZcvQw1Gmv4TsAqUdaDDcC9+/uzhBJpurpqj9+h1Byrk03cOyImp76mLjqAsm0R0HSqdcC9uEeYezRFxXYdgqpOCQtjbhCSfWhWGUUPU0WMpW8cL9CR0NkxNsuWrmaKgTj/fv8wZ60N8eBIjsuXtGNK56uDSGgx9RC2VSSU7PdXTJ4Ry6kUUc0Q+YkDhNtWYTsFgkYYdFMUvJHArU6PYnYKDTe+9AKRoVctgBH2gWsX0rxidQLe/j6uvv4mHnrg1xe4v5bpHCMjI1x66WW8/9ZzWX/XBwkk+0StT9fFcYX2VJg6QmFwN4VBAVpFVVBUhVDbMoKJAYKJAR+0+eM7yB/fQWUmi9kax2yNM/HAZ3zQOmoARw00gNaTetACTB8qs+uRnA9agGRSZd9woQG0SxJRliSiaIrSANrckafIHXmK6tQMTqHUAFqzvVYYOtS2jHL6ZANoi6OHqM6MU50ZJ7FpgKZzlhBqr9VWaNp0o/gNQ5zX3okU+bJNJKBiOzXHEywEbb0YTV1U8pMEFJU2M0TUMOmORng+SrUwC4qC4lSIGCY/zqi2ayzNlKPRfNZNACTXXknfa3+fJXfdyPKXiIaeTk46mEaOkB3aCQjgAtz96CwPPCwcXMW0zZj05u8aEiugTz95suH3JvJiu7JtYagqrusykGhMCPAdh6fEiqssu/O6VgEdjUOzKYKGwkRa/NaOsVn+/j+F/XaPTLx5ZHCSihFm60iOaRk7XsFF08XY8EAcbl9JfOA8jHg7TqWIU6lz1FYLBBXVT9HGdbEzGYqH91IZP4lrW7iu+DeSz+ICOVSSqy7HLqR5y/XX8Op3vI8rrruBwcHBM9+EF7D82mm2IyMj3HD1Vfzdn/8NHWvW0DMvxrIqQ2MKg7upTMiMH1UhvEoY9YOJAWaltz+QGiR/fIfYbmYKU9pckxfcAAjIAmStMhXb9tNYASZl+u6K5gjfllk404fK2KMy22aZ2DaZVDl3adTfrmI7LEmI900yjTI/KZZtuaOihmj51BB2obY8t2UBbg+2obZl6CEZK6woBJuXMPfs/VRnhH3YlbVu9aZWok2tRJefiynjL7MyQ23vRIq5guX35AJY3RqlOxgiM/z0aa89CNCeTkq2RVdUTES+51rV/JoODi5Fu4qmqr5m+/NIpeQwVXJINGtUbJfDUwVcFwbiccqAGYiKGrXVAlglNCO8YB/LW0McmxZjwHFdplIWbUmdsKlyeCZLNhZg6bl34uanGrZTAkHccgknl0WNxjgQXsX48RQTs1bjD8h2GMW0zRhQKbqMjaWIJVQmZi06mnWG5sr0NQXYMy7g3R416IqGSJVKJINBv1V9ZeaoX2ehkp3GjLVSTg0RSPZRlSYe73w84ALkh6pE+gz2HChy1toQn9x6inUrg+wez7BJRoO1hyLoMn3b13ztiu+0A1Fk3paTiV0tEGjuwxuZirS/25kMkw/+N+3Xvh6Ao7N19zcYpGnNNaRPPMZbrr+GXNnm8mtv4JEH7/+103B/rWA7MjLCtRefz1kv/SPiK1bSE9CZ2fUdWjbdyoFcibgpbr6mKj5otWiM8KoYLRe+BIDZapGihJFVB1q9STgHIks3UWoWjfZKlZLYlwS4qWkU7SpZCYsdI0Lj6+0w2P4l4fzwqkTN7s6z7IqYD9oNySQA6ZNPQg7iAyKUqDAlMo0Kw/tRgxGKhw/6oNXCtaVvoLeXyvhJEhuv8kHrN3ysFgn3b4R+UX0p9fS96E0iLK0etM9MCHgcGBagaY4vBG29lEYO45SEJqTFmgh1r/6x9+dnkcFZcQwzMhNrdsqmOOv17HJwqzXbrhpQsbDRwhqB5P99sbaxuYWNzTBZLnAyLSZNr4JavSiRNtz8FLGBLWSByvgpUhe91m+oSVls09GsMzFrEW/WyACVvENQ1t6oFF3//1mcBuAenSwRC9XuwViu2ADcoMxoM+PtDcCN9mz0W+KsakpyeC7lA/fQ4dok7QF32/czxPpN9h8p+cDtjptETZOwZqCjoKgmji0SXzzgFrUAFUXBrANuUFa2A7C6hZJRGRVJFsXZQYxwExUryFGZ/jw6mwLg1WddAK7FO2++DMuCq6+/kYce+PVymv3awHZkZITrrriUd91xOQeWC6jM7BIxhgdyJZ4+nuOaNU1oqoKhalSAYL8o/hxfdSlTiowasCxiMiSGc+8ke/8n0JtaaN4slo5pTSyH7z8owHTtagFhz+ET1HSCYZ37jwgt8sixCvmxKlpvCEe2+G6RZemuXyu29SCWPvkkAMWhgxSHDhJbLXLdC8P7qc6I+EYtHkWLC0B7Gm2gt5fQErGMPR1oq0Vhj/bSMmMbRYS6ZwaBhaDN5x1sB6awWd5lcngmR3dPDbalkcP+ay1Wn3EHkbbVwuFXKTGczVOs1pxoa1ob7Z6/SimOHfJf6xFxDqtalpzx+1Xb9WNlT2TSLI0neCLloqsKNG0h0nEeJqKqmgfczoTBeLrqA7e5XadUdCgVFtorPOCuWhYgX3ZQFcgWbWIhjclclfao4TvtvDKewWQvpdSwD9zEkguwqwUcq4KhQ1UxWNWU5Fg6TVW2YAr3GBRGxFj0OiFlT1V84Pb1GhCHE6kMS5NxwtJhrCLCw9S6Lh8VxxZpxnqQo7ksHWGDqASutlyMF8/IpKg61cIcF5vweEWsgA7dl2L1jUn+5P87yEfetQbXdbnqkrNZ3/2nXH/9DTzwwK+PhvtrEfo1MjLC9Vddzntf/2J+eOQqPvg28eCU50S7kW9Mixt7/bpmfwmrHrgfgOS6q5mwxcDdMZLhiqUiDjEuB9TEE5/3QXukLL6381SO6ZkaQO66TOw/qOlo8mH4x3uF/S0/JluBSwUl2S/2e+eF8nfSjbntxSFhm3WkGcJo6/JB61breoTJsDVFN33QhtuFZun1oPJa15RSQz5ovYD9QFwcsx4VS8KnJiYbQBsMie8t7xLHe06XbDxolyjNDvrHkTv0pA/bcO86v93LdLXCcFacgwfbkKH5hWBagmGC3kWpy9AqymP+0UmhqQ1Ni3P+SZqtuCZCs331Ve1+H7awbmBKU4VVyVDJSg0wPY5drOuUK2EbbFlCICajVspCaz+ZzpMuWZzfI67BSDbHbNFroilhC0RMDbOuc7HjumTLFgdHSn4dCMuGUlE2b5TArZZdXic7LQ9nCkxkxb494ALEQhrLW0LEZChbS9CrkyA01VJqGK15GaaMRPH6j6m6yXCx4rdH2jeW5/gxsfI6a32IXXvEPS8Ol/3ruO5imbbeIX5jaTJOSBZh8orhKIpKVdWoyOgRU9U4lRXXs0OOTV1V0Qoz8vp2YBenKaVGcB0Lt3MDT5ya4anHc1SHSygyq/H971pDwK6wYzaPcnwX7/v4X/HA/b8ewH3Bwzafz3PxRRfynje9kseLFwPw+tj9tF/3/wD4/PZTTEpHxOuvE2DRDohq9cl1V5PCpGxb7BjJkJMe7ldt6MORcbVeXKYH2u/vTuNFJzU31ZZ4L9vU7YPWS+v9u88KR4THlKYB8aC87IJG0KafFqXuNOnocgp5VFlbQIs3+79RGZeZaeEwRruIhQx3i/Abr2jJfNBWcpMUxmrVpYxY2wLQHs3MsX+8Fho2PF5tgO2ZQOs6NsEmcRxOUBy7Z9j4v8J2qiBgMZorMZ0T8CmUa4D1suMiAZVEUGjxsYDXMsj4mWELArhBqdkGYt3MHn7Qj0wJJgfIyjjU+bAFFgD3gR1icguGFAKm+JuiCNiCAO7bLxdF5cuuzUxJQK8etiCAe9myJPm6XnL1wB2V2YwBTaNZdkuuB+6OuRKdUVlSsQ64L1rTzUODYhKvB+7SCyOUyi4tSXFvVneEOKs5iVWXXQlebzoagHtsLi2vgbgPVdthiXToBWQKuAdcp11Ev/zjl4RSMh+4+WqFwVQeju3kz/7+n3jkRz96wVcLe0HD1nVdXnTrraw4+3zS+Yt42xsHsB75DAC7V7wYgD37ilRl5flX3tTmb7skoJCSeU9PnJolV3JoiYoBdm1fs18EBuBAWszq39+dJjMlnpb+FWLby1YmAfwOpR5ovWI1n/masA17oL1wrfjeOleYGdJPb8VK5/zfMtqaTwtar9ZpeejQAtAG47Vi0yjaGUFbmRCe6uYtt5wRtDMZ24+UbUuKB8TT9uth6wXdB5v6fNDunBRazIHhIqk5r19Z7dCu3hJ/3sFWDUqTjMyUcsoFkJmBerzltLCFhcDde7xIKV87WV0CNiiTHeYD983n9ePFJHuxyvOB6113r9D6fODqqtLw2Xzg/s/uUVZ3iff1wF0dMbFkpEE9cG+7PMnTx8VYrAfunWvF5OwBtzg7iBFp8cddVdWwXJexXJ6crKPbGQ0xlisS0FSWJOJkKmXaZJ8+uziNFmolK7VyD7iVp2dwptOY1yxl3QVhrlrRwrf3TNE0+APu+8HDfPf+B17Q9XBf0LD9kz/5E44dP4levoPf++O1mKM7MaLNPJITdsFjQ2VS4xa48MqbxcD1MnkGElGOzgmInpgq+6Bd1RZlIFyzTdpyRv7kw4M+aCMygeGOC1ro1WsAKOpi+eSBdkJ2GnhivxjAHmjP7RCe3bHv/J0PWqNNgDWy+hx/f5XZUaAG2kCi0y9G4w18b8Ar0mvsOOK3Kzlhg/Vg64HWrZTR4nLZPyBs2w+mk8DpQbu6XZzTQCxOQKkN9OzoLvH7PyVs40mNgXZh+1vXLrSijlAUTcLVSxVVZe+zU1Jj+3lg2z4iElAUI4AeEtqQFhS/qRohv1KaXc75feTOBFsQ0R3BpIhWyTq2b2I6nJlj76iYqMamqg2whUbgrusPsrpVHENLIFznLFkI3K5gEEfRGmr/epKvWqyMxakqCmnZI28+cL/wwwkUFdplxbd64PaFQ35N5HrgXtsV4pA0b9QD9+r1CVF7QUKuMH0EuyImwnrgFr1CSDlxPbxebR5wm0Nikm0LRFDkWXt3c7pc4KGjMwydqpK+X7Zo3ySeh/e8bhlf3jHKya99jM6VG/mLv/obXqjygnWQ3XPPPTyw9fusOuuPoFzFHBUxjUbbasiNc2yoLJb7MszmS/dOcdNVSUBEIxydy5KVHuZ60PZH4mITt4qt6MzKAh7zQXvx+ogP2vQxrxYS5AcuAWqgTRWrrF0a8IFwbke77HkF3bf8HgBjW/9d7LsOtLG+LdC3hfSgcJrVg9YIxDECAiKuay8AbWFKpPTmDjwudia19NOBNtq+ljvaYVamW35rd10lMSkDscblm4NCpPtspssFto2nAPGAxIK/uOHUHYlRsKskg0EqTeLae+m4Ed3AkFyr5qcAh1J6BCslYP9/1h5syweulZkhm5mhED5EqHOleGCaV5x2s2BEaQCubbk0t5w+U83Ce/jEANWqORRFp0NOIqprE9FEsfWYGSBbKdNlGiAjagzXJWEGSVdKRAydfNXi8eMpf/+uA5OTFu3tOofGSlQtl651siOHHsCxyuhWEUsPsenoN6Hrt1gdUjlUdDhvWZSnj+e4cp2476O5vB8nrQKaGcauFKjm5fW2qwSTfZRUna5oBGt0N7HuzUxWSnRJDbdQtQgbOlPlPO2BCC6NQf5Xr2ihtMTiy/J9Zl8ercVkuljk3KURpi59L49+8V187Wvn87KX3fkTb+HzUV6QOvmhQ4f4g/f8IUtW/x5rr03yey86TGXqFGGZs+2DFvzsUTMinSiqQkckRLZkYeoqpq4SMFQftJ40gLZS4RU3tDaA9ty2BKoR8kHrFLM4xSyhg/c1gDZfdsiXHUbTlQbQelk5KcchdM1bFoIWsDSTyPLLFoDWE0tRqSgaZdc+I2jzBwfJ7z/G9CP7mNl2tOE6RtuFGcID7VShxCUr41yyMs6qtjCr2hbGoHpV0KbLhYbPD50s88yhPA8+nObU3hKZ4Sr5GZvCrPj3fBVDOsZim15E88abaD33pYSXbCLctx63UvoJW8PG7lqyRjEneqNVyy7V8kLkH5oWK6kZee1c18au5rGrOfm+MbzMA66qKPSEFiaFeMAFCJ+mbbgH3FPSIbZ1/yzDRXFOqi40zVOf+CAAUz/6IgCrpa3+VVtERIEXVTGay2OoGqHmJYAALtQiXEqpIYJO7fizo7tol8e2IarTEgpRqFoUqpY/GbpAZmQ7bTL6p8fUeMXlIiTx9W/tx56pcHAyRyJoctNFzax96Z/zofe/j7179y441xeCvODMCOl0mnMvuIS1q97KxXcJKN3WIjsidAiv/OcfHSMQFFCYOlX1QXv9hQk6IiFagyEeH6lpcFFT4+w2WQ2pIPaVkiFemUpjgP1socK5bcJMMXfwIUCAFiDQsdT/3pN2D3m57M1Km7FX9/b3rxSVkFJyRtguU4UBru4RD7+lCcfdfIlJLdWSqZoAgbo8/9zEsw2gBShOiwdMM8V1iPSJ4+9/5QfEOVkVpgoLwRIzDSJSk/IafkflEtqDrVei8tBJabIBvzurJh/cWLvOsj6x3cYusZTulXVPfTOCtId6YUUWCgW5jPbimM+s2SI025zUtOoabgIE24XdNdSylIoizicjl+ZelEDcCGDIuNXCtJiUylOD2CVZwjIsJrlQp4ixDjevwML1G2zuPVVgRq5+vBZEprTXetrt8s4AK5qjtIWkt97rgWaV/DZH4ph0VD3AbhmDuqJJ3K+oqvlt5xXVYGr718Sxr7qYTECYPB48LI5ndMTC9rpXyOPpGhDnft26ZsLHHya7/WmqOdl4c5XwA7Rd9ltUMmNoMqrkhKxpnAwGaPLswU6ForTde/3RPPgGk33kxvf55xLr3owtIxkK0szmjSEFyI5sJxDvwox2iCxPYKQiWiUB7BjOEAtqrGgNk69YfOnbe9n+tY/w2JNP09xc82m8EOQFpdnats0tt7+E33rDG9h052ZesSbBbS1ThFuX+6BN6kECQQVDF//MiEp3r0F3r+GDVkPlsh7hIIqawkM+nM9gFaYozZygNHOC4OSzC0Ab0rUFoK1ODWPn0j5o473nEu89l1hQpzNhLgBtZqTKR78weFrQDk9X+NzuiTOCFoTN8EygLWdHKY0dQU+2+XVIzwTa8NoNTO/+NuXsGBFZGapeTgfaXKXCeDHHUxOTHE/l+P6RGaazNtPZX4zmqqg6ruvgyBbjqiL+ufK/qu1QtR0qjoOiqCKMTVFAUXAqJVQzgl3IYuczfs3W/6toQRnqpBuogTDluRE0PUg5M3zGbTxbrZewYBoKK7sCfhiX107JE1UP+oVx/nt3is/smuYbh8aZLznH9iejyW1fbPhbvCzu4bWrhGa4fnWQ+TJ2UkwmfWHZwPSc8zCiQqvMHx4ivfMEE/f/JwD2lIhBXppI+B0m5srSH6CahJqXEGpZih4S48mz405v/2ZDDPbhf/wjZraLwklhq0DEqfrQ8bS8cmaMSm6CclY4k3tMjX5DjO8tvXGyJZudw1kipk5Q7eatt13K7bfejGWd/hl5vsoLSrN97x++j3Q6hxW7g55NQd60pRXXsbArBQqhZpJ6kEp2lC8cEoNKVUHXFK6RiQceaD3ZOTXle8c7I1FKQyK/3K6rITvTcTYgQOvF6GrHHgYEaAG0qBhwbecIW9I2mSDw+B6xPFRlIHxGBpJXh2ta5BWvFlAcnq6BvaOp1ifs0v5aAXIQaa1O3S3zeqSVs6Nkjz3pf148dohqqnYe5RlhEon0JQiv3QBAbJkop2jGZIptHbjHirnTwhbgVEY8WCemZKvxWYuSBItu1Kp+5abEw/DTarZeIoYrnZIFqWkWpabqnXbYMIjK71byYoVSmBTaaDU1jisrqGnSLPSzaLYnZHbecmmnLkwLcJRmh/xqcOE2kQyjyVqt87VbD7ZeYbCmhMZAq3izrKmWSNIWCqO7Dl/aJyCTKzj+8TTVdXcGod16jRrN2ePkjm0Xxy9/JL7qYmYe/goAXTe/jftPCYffnmfFfbcqLq++UZiilshrP/PsdwHIbn+awnjOT5iIre6g6aJbAIi0r/PT18uy025TIIihqCiOuFblzLgwJ7gOxeGD1Mvc48KXkjx/PS3n3I4iHaCaEcEBMsd/hBqQ5irXQQ+LlZ2qGWjSZLYnK8ZIsWrz2I48+cEyobG/x+haxT/+0z/zQpEXjGb75S9/me1PbqMafRF33tnGm7YICHkzqgdar3OBqooB64PWLUJRDMC0VSJtlRpAqxTnCLUubwBtsGWAHmu2AbSqouCuuHIBaKPLzqU4d2IBaOd255nZkTstaMlXefhTo2cE7UBTkKFsLSxsPmgDmk7BtShnRxuu1XzQ6pEAkf4kzZdtIjAvOPx0oAXoCkWJawHCmkFI0wlpjTbBetCeThIJlZ4VJhdfHOUlF7SyuTvOTSu66Y3E6A8aqHYJJzdBNT/jO1p+mRJsW8OJfJmRXI77j47xxKlZvr1nirt3T/HNnZN89qkh7j46/WP34drVBZ+dzGZoDpmcmi2TiGpE4qd/pE7Ke3x8TtzPVLnCkVSKHww31lfwbq/X2ujYlBgvn9820vC96HJh4/cmlkN///cNf7+hXyyxz9ogtNLX39zBfGnZIICqGNKBKn88e2iCuSe+ix4UsGuWXUACMmHD09BdWRskEO/0NdxQ7xp//+mnd1OYEseXemqfr+EC2NU8KhBsXYJTLuCUC1Smh7EKc1iFOYKJPmxZe3dTXEaozFS4ZEuEyJIAhc53sX/7E3z2s59dcF7PV3lBRCPs3r2bP/uzj/Lhf/wk8ZiYlR058HMnRf2C6AALQHtur+xQ4IqZuTBxGKdXaBZHZsSN3NzRiiLTWYszx9GCUexSrtZgMdGHITO3vGLWmqqgXfJarN3fFr+9THQjVZIDbAY+8aCIG5zbLY7HOTJDWVRzRF0i7Uyyg4HSHPCTLqAG24EmodG0hAIUrCrBeQ6QgIRfWNEg1kU5O0Zs+QVMPvC5hu/pEflADIjz8R7SoHR0/LSSrZYJ6hoj2QIR48y1YH8esa0Sdna81uAyKCcwUzzstiY0qom8mFiHs3kMGYrUKpfEbUtFQosqYzf9saAvXE7/X8V1bYKJgZ/4vWpFaLdzaZumhEZL2CRk6H4SwHyJhlVyBQfXFRr3zk+cRB1IsBvouijKl54a55Xnd1JpXoY5e5zo8nPIHdvOxPe2ATC9fZjWc3oZ+96/0nXz2zh7+D4AbrjltxgrVzFUharjMpjPsiQSY2rH1/3fjvQlyA+lcV0XRVGIbhSp4uXMMIF4L81GiNlqkY5gBAsbGwcNFVcNoDhl8uEOWpP9ZEd3E+pdIzMidxPtDpIbLRFuM6lOTZIb2U20R3T9/eLeU9yyrgPvDqXHj1OZHsZs7aXgOoQTfZTSQ+jBBJviBofGi5yaqVAtOESXBumw/pi//5sPsG7dOs4777yf72Y+h/K812ynp6d5xStfxV//zf/HQFsLq5qafI+pJ8XjB7EreQLxLgLxrjOCNtAkln0eaGcLVgNoPakH7dd3j3Hf/ukG0IKAXWTLSxpAC/DIyQk2rAw2gNYTt1jBPjDeANro6lpM77o1QWzHbQAtiGV82bLJVSoUqtVG0IJv6yqnR0hccA2JC66h9YYX0XrDi8SxngG0onGkg13NYVfS2JXGLCFLRkJmZQHwkayA3USuQltcJxZSWdJjsm5pkC3rQtx8QZLrtyS4fsvzp/7BzyPxgMFUpYjjlAk2D+A6NoFkN3o4gRZYGKEBsLmnVsfWc842NalEIyrrlgTpqlux1EtnLEBHQtzPw88UGN1f4uTXJhj86sRpv/+lp2qdPdI7HsROy9508pGY3i5WXPv/8gP+NpOPfZEuWYDeUD2T1g7/7+E164CaPb/jtusAKE6LDEjPPp2Umq0uu0DYcnxM1dW+8NqnA7TdJDTnaHfQ13Czux8jN7Kb3EitW0g5Iswb0ZXnYxcyVKbF7xVch2CiDzWQBODlq8Tku2xtgGrBQa/o/NM//juvfdXLGR9faON+vsnzGrbVapWXvfgO3v6Od7F0qSzoLeGYPbWdzNHHKB4/CJbtp6C6RoRzexO0KxbtimhDfSbQdsVN9hdcH7R6uAk93CScNBK0AMe25fnnTw82gBaEc8psWtoAWoB9R0s0b47QvLkWruPKDqtqdxOu5ZwWtAAbOmOEDb0BtIBvr1MVlXS5TLpcC3QHAdr5EmpZRvsr/ojEhb9F4sLfOu019nLoQSRCFGePkh/fQ152/f15pCsa5o5NHdx1Tj9X97bTFwrTEzBQ7bKvef6qpVhxiYZVbFuEa2mawmzW5sj0wo4Wp5NSWqxelscaJ5Zy0aFSdn3b64LflQkIYUOMoa5omLO7mk7/ZcA5KSbAsSeE+aG9Wechae7oukGkpLecL5yzHnBPbhXHNv3Is/5+6oHbPCvsqvXRMx5wu14mJmhHRpt4wK16TlRpp/WA65XItF2HaWkHTyVrccgecOP9EXJHhX09u/sxAMbHLb67XzwzT2TE9fCAG/bs9q7DD4fGUANJ1ECSgdYAA60BKkNllLDOUdvg9269mJfefhvl8vNjbJ1JntcOst97+9vQzBC//ZbfZTibY0VA2pRkUebCwV1g2Zj9S2jZdAuuEaHq2ujlrL+P9OGHiQ4IJ5cjHRqPDE7SFReOhfUtwqZbmRVN/Eox8Z17nhW2tGOycaMzIWxnf/QnIhnAiwLwFtQPDAow7ztas8lmJ2QhmPsHAQFagOA5Sc49twZiL79+Q6fQjgKygpjX+tqzLat1GVx+GI4rzSmjjbGHoRYxOdnBJABHUylxzSo1LeS89iYftl7GmSNt4J4NLhgX8Zb1/dF2yXCvkiwGE5aRDl7LH69ubVwPoHnhTdLZ5S3vqwVhPy+nhL3Zykh7qZxUtJjMqOtaJ9/X6uQez6QYzzY+WB1R77fFdY3WVaYC/NTQo7Nisj0yKXvKSduoLpMJeloMzulJAtCii/MqTh9vOHYz1o6eELWDvWpp+4ZkTHbKRpGTcrKu3GN/m0lXLMBK2WXZiypIu+K79x2c4vAztYmvul+uMkpV1CUJ9DY5Xs8T1/Ylq2s1Zcfu/wSKYTD9uLBVZaVjMt4hgNV6+QYqI+I6B5csIdgjGot6yS7liRME2oXCYHsxwDLGWA2ECXeu8QsY+ZXi1AD5sd1Eu4Qm6/XL0xTVL1EaG98lvmoEmPre3VRzYgxFV7Tz8NJXMCGfj85O3df8zw+k/N8JxkU42r8+OsjagQBX9nUxUylweCbLff81jhLUwFS59LYk+/7zw2QT/XzqU5/yHX3PN3nearZf+MIXOLLzKd7xhtcznM0RkZpAblTM1qoe8EEL+KANKSqGtPmlDz+MUymTObLNB+2zk7M0h8W+PNBSyWBG23zQfureUUaHqgtAq/WH+evPHFsAWheF65Z0nxa0iqoQumnpGUF7cX8rly9pOyNoR9Jldo1l2DVWC2WaD9pqfpZAoodw+yr/HywEbb0MJCM4VhlF0X5sP675MpzN0xoxiAY0WqMGq9rC9CaC9CZ+8bbR54Nkh3ZhFTNUczM4lRJmvBOUH//YuHLyTKXERLOuJ0TU1FiVPLMGe+OaNladK0C6/OwQa17dibEhiXGujP+eagxD9ELDHLtCx7VvPu0+M3IMFg4ea/jcD83yGjy2L7Q/KzIhIdp7ljinuhRngMkffgqA3JgwB7TLugdfeGyce3YJLTjbuZlngyIuue3m2zGiYsJI3vZOADrkZPDVt7yf7/+lOManykl2VpvQjDCljEgxT8ZVDpws88OhMXRVZVVLjMCqMG7Jxp0p8+h3Uqx700eYHjrKpz/96dNei+eDPC9hOz4+zkf+9E/54FvvZNxWiRg6feEwudFn0YJRVD1AqG25D9rEqkt80HrigRYg1C3g8+yk0KYCutoAWgDdTNBshPjUvUIDSP/vISqPnGgALcDZl0W458hIA2gBcnaFN1/Vy5uv6m0ALUBTr07nLa0Ez0k2nOfFMqwroGp0hSN0hcWArQetJ44DzwyneGY4BTSCdr6U9DDlukwzTzytdiDZmI00d/AhCiP7ST19L5ndD5PZ/fCCbX+SdETC9MQirEo2EdMDxPQALiIuuL6Ay/NRVvYEWNphcsHyKL3JAAkzQNIu+GD5WSUzUiU9VEHTIJs9vTPMS05IKI0Ly3e/dunpvg4I4O57WmieG7sjHMlmG/7eerEAW6xNQKzv8i4SqyWss2JMlWTLGQ+4XiKIJ55NOrHkfJKrROtyr7ecB9zRb/8jAPlDItTQA+7RWXG9KmWXe3bN+NDdo4lVQD1wb98gVioecPc98wkfuP6xnAa4p9I5dFXlhiuSBFaFwXJwZ8qETI1333Yxf/cXH+XUqVNnvIa/SnlewvYtb3kLd/7224nKgjB9sj6mFowS6dlCqG05gVgX7ee+nMSqSzDjvQSVmre+MHv8x4J2U0uLCMOoA229pP9XBHTnxg6S+uEPGkALcPtKoQHXg9aT0VyeV9za1gBagIvWRLnpyiQfuHMl1y/tbgCtJ0dSKWaKCzO56p3XK1pDBBUFVTVR1dpSWZOaRUlm6Tx4dIL7jozxT98b5HuPp/je46kF+4Vacka9aPEk6f2PoCga5eyY74D7v8hIucpIucqwrTNs61jJAazkAIklF5BYcgFGoh0j0Y6dS2Pn0pRPHaZ86jDZwWfIDj7zY/dtaAqz0ibuFUKpvycKENcCGKrG2tYmEkGDc/tjdCcN1vb9dBq5F2N7Onl0Z465aZuh3UXSJ398Sx/FbJwEp7d/i+qOb2LOneBFHQJWt28QJoLlm8SxaTJG96IXN3PepVECxsJlcvsVrwNqwF3ztlsXfMcDLrqBYpiUJwfF5/m5hu/FBxZ69j3gTj8mqhdYcrXkAddrmX7uGjH+KjJdeeu3xL494Ha//E2oc4PyPAVwNVl9rx64T87JLhSRNq5bLZ6VpAyrO5XOsSnicMMVSYKbE2A5BHWV1rMu5W3XncNvv+H1PB+to8872H71q18Fq8LL18b5UeBcekMh0oNPkh3dTaRHpOcG6ux3prQpVqVntDB7nNLUcfRYE6HuVYTbVxNuX805LVEftCACutOHf+SDduvJUbaeHG0ALUBi4/lYO6cWgDY9+ASZwcfJDD7uH8uofNCnCxWuvjLeAFrATwnGLhHFIUqNokfk4H14X5bHDuT45temeWprlqe21rSXFa0h1sr2OQC58Wep5qep5oW9sx60AIeP1DRjq+Ly4OMZDo+X2Hpwhq0HGzWayqhwqmhxsf/k+qv8v+VDLagKPDk8y0i6zJ5TBQ6Pljg8+pNrB/yixC3O4hZnKdpVuiIRzu5sJh7Uif8Ci980/J7seBFubyw6U8mME4z3oaPwo+Hxhi4U82V2UID3yYM1p1s1fQqrmGLu2a3M7P7uGbf1gAvwqjvaeM2bexr+fnhKaLjHZBLGeNXGufg1dF79FjZ86K8BiGwU0SeGTKRoue4WEhdeLc5vHow84Hq2fu/vvm356OP+pKdFxf484GZ2/gCA82WlOA+4I18Xpg4PuMV2keWpqJoP3INfE2PXA+6z2/+F+/5O/M0DLuADdyglnXDPPsimiMP1lycIbk7wnX8eYj/tXPPqtxAszvCFL3xh/iX9lcvzCrZzc3O8+w8/wP97359gLL+coKmSHnwS1TB90H5/sKZlVSSs5oMWAMf1OxcA4DoNoAXRM2rswU+w9aQwHTz+cI7gTSsaQAuw9i395IoOOVmCLj1Yq/KFouIM72gALYgQm/NXRTh/lYB0PWg9Kas6Dm4DaAEm99VBzHZ55oEMK1ob+3/lxmueZtex0c0EUdUgqi7UwLzc+P5lNU345Zt6SB35EYpm/FitLR8S1+yJoYXmCtNU2DGUYzhdYvvoLAem0zwzMcVDg2P+vxeSLE3EWZqIoxRTKMUUoJAd2oVdzlGZHaGaXlgRrV6iPXK5bTWCLBHXODhaYu7HFLbJn9gFgCodtXp2lJcOOHz4rlULvutFxXjA3Z06cwSFB9wlb/zjBX9zXRc7lwIg1LEKIyrGqCMzxjzgllMLI1084Hr1NyZ/8HmgBtzZQ7L4/jHh6HtitzjWTFgkV9QDd+317xD79ID7+D/4wFW1IK3SUXnDmjaChroAuADBzQly0kz2e3dcycf/7M+YnPzx9+u5ludVNMItL3oxevcm/uL3XwvAo6emucQYIdi7BQ2V7w+OcWqqypvP66eCyJE35TLckPPG3KEHwHHRPW9253pwHdLHhQbqZdxUxoVdJ7hUzLb/9JgskCy9yq7sarr2LbX24HcuFx7v4pS0LUkbcVxW6Xp8QszgXiwjiBqiyWBtqepps2WZbvrNZ2vZX3Np8TcftrJnVMs6sf0rL6plAYXnRHqq69jEus/2P7/7iIhR3PV47QE0ZONGD7Yv3yS0pOx+0bGisH8XAJqsqt960Uv9bXMBofl7sJ1Jy5RRmZLaHq9plmFT/E6mKGzWJyeFZjI96tmXxfmFmsU261bXGlZegpgkS7ItkNcCyOgQK5fEClG6smTW4lmPpYQZyNMum0Pi/OZHJGRk/VavzvB4riS3E8eTDMm6r81JcW7lmjPSi3yx8wIagTYxHuK9Yqn9g2ExoWx/tuhPaqUpcey6LN3Zv0qc583r24gWawDIHhNdil2ritEsNVmvt5iM9Q4mlwBwJCPG1rGZIhf1iQnQM5kUZfuHjogYJ15Pu7nDD2EtEf3mPGBlh0R8bXl6iJZNwtRQqesS7HVgAFH7t5qf8rMqS9OyyPfoCaoz4niqc3mC/e3+Nu1XvZb7R0s8vTWDfURcM6UpSPwcMbbuulqM4XhhAtd1OEYTX/kHsV9nMsvevf+C6ojrtuHid/KxvxPJFY5dYtZ2/UiYjafu97v36ltewifvHmHT2SGuCE2iaAaPPzvMd+69h299u5a19quW541me8/37uXI8DR/8apz+eT9Qzx6apot3QmCvTWN9pQcxB5ovWIsHmhdu9QAWvFhDbSZbY+R3f70AtB64oE2tDZC+KpOwlfVlnIeaKcf+RL5A08vAO3hbJ7WsElruKY9etXxPanYNrO2e1rQHrgvzfgTWYb+YRflrQcXgLZeIulBFFX3awl44oG24ZzGyhQPFbBLLif2lzmx/6ePRTxQ1hnK5Pnsw2McPl7m8PEzb+uB9ueRa5d2Elp6MaGlF5M8+0aSZ99IZM15RNacR2xgC7GBLSihZpRQM8dTGf/fydkSJ2dLTGSqTGSqTOXLTOXLpEolUqUSObvSYLv9RUvJtbmop51M0WblcvMnbwDkQgJMwUQ/bVteSmTJZqIrzpz9VEoNArBS1iG+cWn3Gb87kReTyH2DkzwyOs3e6FkLvuOV70yc87LT7sOSYZNWOUslJyYGzx8QbBUTgN7c3rBN6ZT4XvfN70SXKyEAbWXNF5LZLiawzz0kTFxemj3Ay9/ZGA3hqGLyaLmpnSfGxfdVLUiTYrO5MwmA2TngT8jFrf/O797eQ18ywMPFdly7yjXX3IDruHzzm9887Xn+KuR5AdtcLsdvv+33ufbV70JRFLJPZdjSnfDbaHznoABtMqaSjKlnBK3rWL4GBCJWr5QS3szMNhFIXZzIk9pxvAG08eWX86G7hGMhtLbmqX/TLV1cu7qlAbQAaihE8cSeBtB6snM4x/Hpsg9aT6v1ygTuGk/x2NAUjw3VtIkD9wkNoPpkzRtbfugQ5Ydq3V89rTaSHvQ/K44fxog0U0qf9IPsoabVWmML4XjVFTGeGp1CKWWIL7uQ+LILF3znTJIdsxh8tsSpo2WO7i8xMWmx92iJvUefO9vtr0RcBy0cQzUCVFMT6OEmCrNHf/J2ddLbarBnIkXZtpgxf0xpQDmuSzPifoaS/Sg44FZZGYs2fNXT4EO6jJe1HE6lGyuKHZgWkJu2xH4PZguMJEX9AkumMpuRtoZtvL579eIB12wSsA+tFCY6o0l83nHN6xu+f951QpNV2msZdx5wW2TEg1MtsRyhIV/3VrHfjRvfDsDFH/q4v50H3Pz4/tMC99A3j1Pc+u9sTEbpS9ZWSx/60J/y3ve9n9RpQh9/FfK8gO2LX/vbnHPNS/iD27bwV/9mQ0ijLRDBwuE7B8eYTlkkY+JQV7eHfdA6rkvKKvmgBdBkqw8v+NquFNCjYrYtTsiWHctayO0U2m58uQhv2T87y8t/t9bz/k23SE/poa1kjj3RAFqAtkt+C8eu+CE8IEALIlD+3r2z3LtXLL3rQevJM7sKnDpR5dQJucR+sjHsBcC8ZAXTO/NM71xokyuOH254f5I4a9ojrGlfWGTaHBDHfNUVsQV/S+3bSnDpcsJrNhLoGiDQ9ZNz/udLLKayf6jI/qEiu44XOD5WYfvuItNjFsM7CpTGqxRPlrGmq1jTC4u5/CrkyFiZ4ekqE2mLQ+MlypbDnslZVEXBCiZwrDKOVfaTKn5WOeeKGJvOCbNmU5Bw6MxB9uFmUUEs0NzX+PmyS1ETfafbhIQeaHwfMOmMNNr0C5Wa89UD7kMjjVEHUAMugBltx5RF6r3EAM/KaFcKfom0YJdUTCRwl/+OAKNdTgFwy3JhporISm8YNcxctEnWvZUlUeuBe8Mfi/15wK2WXbY9K8b+zD7hZ/GAG+0RWrvZKcbroW8eZ+KHn2FjMooZbaMwuou25lbe+Kbf5rde95YF5/2rkF95IZoHvv8Qx44c4a/f9W7+6f6TEJLFsaVtczpl0dNWK87SEgqQr1QJySQH23FxFZl1dBrQAtjFTANoPakHLUAiYPCaG9oJSE1BOyS63uZ2izjCYJ8AcNsltdTXh6VtdzIjYJ+uq+3quvA/22qmglV94iF5ZldN+8htW/gAgACtJ+e/qImnhue4ZVkHtK1iZu894lxkZtxJauFEdz86S6hVJ3e4iBI4/Vx6QbM4jtS+rQv+1rz+BgC+PzQN/HLAWJL9yTz775hs2z4QiYPMGvIy11KyOPWOIeHZPjJS149LxrAa0n6cS4r3ni02ZNSuc0k6rebyv5waqFcta+eqZXBkVqxSRtOnN18cms6xujXKSDFHT6imqe6pxiG2nm65IppfgUFRNFFg3K2CYhDWDRzXZWkiwaxsFOlJMqSRKtoUKo6f3ecBdzRTpjse4Fg6zfJEgj1TYuyvb+uFeSYXRVFwXZdKdrKWOSYl2LWS0tgRjNvfCYAeSGCV09jlFFogSVkWLo9tiJB9Ni+AK+/LttEJLuzuINixntLEPtI7t7J5zfnsoocb/ng193/0EMuXBzh2rOwDd1UXVDNTGPE2FE0Hq0y05yysUppiAUJhyOw5DnyGlotehhltw85PciyziVzqHr7//e9zzTXX/KTb+EuVX6lmWyqVeNvbf48bX/cefiQLtyQ2Rfnj94l6q3mr4oMWaoVZCjId0HZcipbFaNX1QZt1bJzm5Q2gNaIt9N11VwNoW66+k/LssQbQAnQb0KLYC0Hb3+0XqvbEA+3TuwucPFHh5InaYJ3vdiwXHfYeLp4WtM7wLGo4jN7T7v/z5PwXCVvdLcuEGSE3vo9A21ICbQuD3+9+VJxL7nDt4VOTBnbJYdn6ACenK36pv3rx6ol6oK2X7XsKVEouWVmZLNCkYYRUjNDzYlH0nIsebaaamQTXxZk9jula3La87YzfD0jH1Ow8yJ9KF3hifJKHhsbZll+4GvGkPG8gzVkWc9Xiab87kBD7Oa+zneuWdrGmLUJ/IrTge6MZMWHdc6gxWqQsHYqGNCtUspNUZRq3l+DhxduORfqZWyHgNVaSKd7SmXrPURG9sFya32IbxHGd8/JabeZto8I0UJqomWM2I7b70Ccvadj+ta27cWSLqmpGHI8RqmXjrTgviFePPbPnODNPfA1Fav8feFmSu975h7ztbW8nn//p6l78suRX+sS89q2/x4233Mof3H4B0/+xB1y4aJO4MXmr4kcaQK1uwHzQAoxki2ybnPEzlQbTWU6GlvigBYh0nkXvy/4IEKAFcJMDLEvGG0ALMLP9bux8thG0UjoufyOqHmoArSelWZvxwxUftF4yQlmGjBWzDo7t4thuA2jni3luK3qriS6D2etB60kg3omqBylFOumIhOmILKxGpSYXhnTdsaGLihkF1ya57mqS665e8B2h1f546e03aG3ROHdNmNU9QVb3BNmyNMKFq6JsGAhy2XkRLjvvzBB5PspAIsJcqURI0UQst+uA6xDpWoceTmIk2n/iPlY2C+B0JxodZnes6eXyvk5WNEewnTMHAI3KSIkJqe3fe2SMbx0eZcf0DDtnUg3f9SrRNcvog05T54K2M1dcM2QR+3zZ5ogMGzs1K8C7b0qMRw+4mrnw3vkZdbJ3Xb14wP2P7eIYve7HHjCve424dtO52qRjpWuZXvmDTwFwfqxxNfU7m1P+aw+4AI5T8YHb/7rfYcV5QVQvGmaPDP+UTuy9Q2HueuVv8Zq7fnfBcT+X8iszI+zatYsje3fy8S98mR0TIsB+PmjD8mJt6IxhqIoP2vFsifFsiYFkhJFs4yw/mBYQPD5T5DgruYZGmNWDFqBoWYQNg6RcMnsFjq3ZaYzmxmyfjsvfCMDWkwvL35Vk2xs9ojIzKo6zqVNvAK0nTtUVmS9AQcJWlYHn5rm12X/j+WGq1sIHMxDvXPDZD45NsXJFgJHJKmFZe2H6qNBiV54jHsY7NnQt2A4U4ssvwg0lf+FGg3TJ5vzrxTU05YO+tFlMCstiSf979mna8vyixOtlVZQ2TG8iDAYUv0pWW8ygYv9iIyA3BMpsaAc9LJxhZ9p7yFApVh0KFZuwqYlkEUqySPwcyejpozxy1TJRI4CqKDiuS2dA939Etcs4WoC+aJyhXIb+RIhT6SKdsljPwclGDe/UbJl+aVpyXZeSamAiOlsUZ07434t0CMgWgK5IhLF8nmylQsw0+cy9Qktu6tAZnqzS225g6goVy+X2S5uZyJVpjujM5i2mcxat0Rp6jLYuqlNjfq0GJTvGzau7+J6s/2C29VOZOoXr2OR2b0cNRkksvQDHqXDIibNazdD/ut8hN7iT1ONP41RsVM3AsauUUsPcfOFSvvv4pUyOfI9t27Zx4YU/vVP4Fym/Es3Wsizuev0beN+HPsx/PylsmsbmJQBc2NW+QKOtj1sdz8pYyUy1AbSHR0sNoAUYGq/y30diRDqFMf0HQ2Nsy0caQAvQYhhoRhjNkB1DZ2uaXWjZOsz2/tOC9vBQmUhCbQCtJ9FmjXBIoalZo6m5dj5OtfbYmRGV5CuWk3zF8gXXaOP54lguWdLMVKVCVVEJdG0k0LXR/05B1vn8wbGpBdsHgyq9G4L0bvjZCsQ8PTZNyFAJGSoTqSq9/Qb9S0xWnh1i5dkLl6S/SKlkR6lkR8G1cF0b17UpWhZFy6JQcShUHFRV8f+FoyrhqEpTUhP/YuJfQFcJ6Co/RoH8hUgg0YPr2NjlHKFKFjM/gZmfYH3gzNEZ3bIlTU9soUNrOnfm6c7TQAfTsgNIqcJQNosCaJ5pq84PV1/Kcmk0zhU9Czs1SNcEqZzNnlMFtg0vHEehFmGuUuZVUQMBXIDPPbiwluywjLFe1S7O06vK1hwRkL24QxaIl36H6FoBwEpaQFsAt6ZUmG39fnF5gPQJkSZ8dKrIIaemFCUvPg/V1NDMGKpmEG4Tvo9bLm7mz//0o7z5rlf/ykox/ko0299/z/u45NLLOXf9WTzzg1N89z9G6b02yYVd7VRSJ0W7jEQfrlP1QXtsVlbeVwRop2ZtpmYLnL08zOHREmPDVcaGU6xZI27q0HjjwP3BkLiJB0+VOXhqhJefJwZfi1FbaqdPPEGgY4kP29Ay4YluXnv9gnM4PCRuWDCo0rNW/ObEKfGb0eZGbaQpptG0QXy2d6eYCMw6MLd36bS/rocVnWI/U7Ln0iVLFoYIWa4DYWl7thtTRUfkAA8Ga/te3iVL87UlyFdr1+QnRYUOTi0ckCvag6xoD7KuNQlAeJ6TffdsesE2L3iRq6tAstcPf1I1Tws8fZGZn0Z6I3F6I3GOZ1PAQm3T01hTObtBu82VbZ6dTNMTP8PEpwAupAcFjNpjbRBtXKGtaY9wcDLPdHphqvGTI9Nc0NNKJZDALKeFc8yM4NhVCtPHCLcuJ+xUKKgm9x+pKR6aoWBXXeYmLJo6dJZ0LRxhHdEAE7kyty1Nnv7QNQPXrlJJj2EmushWKrR1byI7Ksx5jlWhMlMg8+TDxC+4gmFZD+PoVBHa4qzdfAeZXd8i+ZYPi2MyY9jVHKvCGocLNlsnA1x/6bn8/lvfwL/99xdPewy/THnOYTs6OsoPtt7PV7/0DUzZ7K/32iQAlVQtVtR1qpRUnaagzjOjAn5Hxsokoo3KuAdaEF7uXU8UaFlaA+jsySofPXmYS6+IcfCUAEg0rPK9fWIWf+1mYY9NnxApuJXJkxgtbegJ4SSoB+2hdIqBphBb96SARqit7Q2ytjfIMweF7SqRWLho6IibdFwhBuEjzwgtvL1L3AIPtC1hk5Zw40BNypKKVt3DXZDgdFzXh/JXJk9f3X++xEwTC5NyHaxP33/gpxfHqrAxHkJRF563VaplZJ36+fn0C5drVwg7YlKvXe9qcZZqsezHmio/oZxivWhGuKEYuycl2fbbS4ft/DHlVpvjGrOZ2n05d6kwL03lK6RLVk2LlXIqm6U/FsNWTTSnQim1MLElP3mASPtaVieSHEqnGEqXiAQ0pmmE7YmJCks7TB+4eiBOJduY8uoB9/TnL4Abn/eMVmwHU1NZqpVZWmdSNqPtVHKThHvW+/ZgD7hjahzPahyrAy7gA1e5vZY5ufWpDGtvrDnNKgiFoqSHCVoFVgYcVlzYx6ft32HrX76JwcFBlszrx/fLluc8XffyW+7k9msv50WXno0Z6+TL+yfJ5Gxu3dRCs2zHXJ4dwlx6kb/NM6PTHBkrMzctBofXVC8t3ytKLZzIG4vNSwxmZevm6riAbNdFMaLh2kC4YZ3QEAOyRUhl0ivGUhe1sO5GQIAWoGTVBujTx4U2srZXwPCs9trN9ro8eF1SQcAWYFlSPEAe8OtB60mx7nc2tIrj8WBbqNNQvQaQEamhh+bVRnhYppOul46TmFn7DQ+2Xm+vuZKstKQ1PtCHxsWyeEW7OM/TabaODNH6cbAtzdYm08qM8Dy7deUXzRYR7hXr3QxAum5kDmfyDecL0CqLqnsOIrOuLq/XssVrR58uL4zCaAnJxJN5sIVaYL9Sdz3PpNk61SLTSs1c0yWPp5QWCTVeuqsHWwA9LF7Xa7a3Lq85YrOyx97JjJiUp/KyY3AdbD3ttj8W87tGl2SyRXmuVs/AjInfirSvJWtXeXJEPGcnJxdek6UdJmtahamjKyCuS2Fa7NOxqwSTIoa2JKuXedrtsaMVVsu05HxJXJfmmFAkehMBVmo5/7p5YWSKqlHJT+NUZR0FCVyz6yxG8zl/TLeZJtPVCu6e7wCQfmInsY3LiK69mNloP08NpTlxokpHp84rNveQkW2c4kaAZ8an2dTRTEQBq5TGDTXxvS/8Az/YtpNv3P+zlxL9v8hzarN9cudejh3cx3XXixCjL++fZG1XiFs3tfgxh+XZIYxYzUn06MnJBtB64oHWKjlUiwvVpfmgVXSV8adrSzUPtJHUCfRI02lBG+s/m0pu4rSgXd6U4JXndJ8WtDHN4PVb+nn9llpdhfmgbQmEeO2Wfl5b9x1P6kE7W7B45NQEj5ya4PGhKR6vyzxzfop58oreLq7oXegYmw/aM0lvLMI1K1t45YY+zm1v49z2M4c5/SbJU9MZnp7J8fRMju2Zhcvx04kXRjVflgZ1bur/8X3b2iJi/NjynmuqwniuRMW2T1sc3msD5b9P9mJVBLgv6BFjfKC9cQXV3WJQPo1DNtwq7J71NlNPblgpzHEvvnyhyWtWmsNWagKijteMU0K1IqvVqYYsJTkvltcze/3zw0ML9u1Jc+4U58veaRPjFl/eNUKuIrbzoLt7os5Jnp/mule9g8HhMfY8/cSC/f0y5TmF7Tve+yfc9urXE8yNNcy880EbaltLUNF59OQkBwfL5HM1mJayNjOyLbglZ9BIi068x/C1WiOmYkTVBtACNG0MMzNrN4AWIL39Qaqz01TrHGOxfrFEMaKdrEo0sSpRg+nyJnFzzeIs58XhvDqTWKyugpbr2rxoRScvWiEM/fWg9URF4ZLuTjZ2NNEdi9Adq4XczBYWBuCvaImQq1bJVX/62IG0VcLQVI7MZtkxPsOO8Z/O+99bdyyeONU8QbtCwCpgV8U/13VQNB3NCKNqQf/fC1UKk0cop8awy3msYgoz2oYZbUMzwsy4OlPWTwdXTzyN2BMjlERxqziVDEvOkHhyJulPhM9srwWCzQKMwUQviSUXEGpdsuD3oQZcECFhhrbQtjEmVwPF2RM+aMsZ4QwLylrQIc3gjjW9DdtFpHntJf0OVzY1as8ecL26C554wA21ihKP3RHxrHzpCaE5/+/jEyhn3QZA72t+G4DcAZEF2h+pPYAD7SazxYoP3JQsilRwRddmPZTEKM5y18Xr+MhHPrrgnH+Z8pzZbHfuOcjQ8cO87t3vBSrY5Rxru0Ikg14VeIvE0gtxlRqsDg6KG1PICKhaZblsK7n+kjrS0ngKhkzrjbfqxFtjTDwjtNmmjcIq+ZrLxEwcmjvOfLFSGXK7nqbrRb+94G9VbNa2NPltqM1ibbZsKG69/mZ5Po0P5AXttcHtTR0qCwf47vHTZ5SBAK0n/aGaVpI6+iieOyu06tqGbdLWQs/4ickyJyYnKJRqk1gsUtNaVnf+YkCpakEcu4QeFA9DICkeStepYsbFfdDrgtPzY/t/Ib9bL0nZ3iVpBsnI5apWZ+pISC97qS7m8+eRk+m8n1QA8L/PjgAqG3ukNdyIsiKZlPf+9IZru5pHM+rAOHmAASDWJQvKNMGxbKZhm9lileaQwaHULKuTzUyU8hDu4kx3MGSXKGpBHjoui8zUsX4qZdGW1Nk9nmFTZ5w2pYpVWTiplzPjBOKdRBSn4UzWdUbYPy6et9s7MkB0wbZi+zH0UALXrjaU9/xxpT5BAPdVF98G+Vr0g1UQTtklSwwGB2vH6hWTX9ES5uhMgfF8gc5ImBCgh5Kcv7KPL+3axrN797Bh48KCPb8Mec5g+6a3vZf3vPvtnHPiboq2yK1OBk1SpQpuWMw+9aDdM3P6wHqn5KLKVtGR5trhX7IhAhvg+09kiLeKzwe6DAZuS3JksHF21U9uowoY8XbS2x8EBGjnixEVGmlVOhI0VELyQfVQWg9aO5di8skv0nb+K854HRTwmyC60saYOU3H2VN1mV6dZ2iDPV/sXIqZHV/z26sDIM9h/9RPFymwoj2I7cDKeTHGv2xxzCihAVE/+GhGHOtkrnZdogFxT5cna8cVlk0ki5OiLGMR/EIugaSsKyD7sP0y5eGnvALvWQw5Nru6fvI904wQdrUoVgaK6vfXs7Ji7Jstp6+NAKKinFcqEmDfeJ594/kFESxmtINKbgKrOIceamJftoJwH9XEcV0/QcIDbncoSrXUOPF7sauh5iULjmdZPMnxTKoBuJ64ruvXWiiMH8KI1UxRHnA1M4pVEvddq+awjSj6aez///ypQc65Ic71m64lvftB//M71/bxVYS5IVexiZoaPUqJE5isaKm5f4uohHAoDc3ymi19vPd338a9j/5owe/8MuQ5MSMcPnyE8ZGT3Hr+eipjwm5lJjpJlerSWxXD18L2zEwzNFdmaa/pa7V21W0Abb1cItMBz22N877bhPY0IAf7BX1Nvjbr/d+TakbM7vWgNVqamH7sq0w/9lXxHRYuGVWnihFqakgZ9Iowa7FmZg9sZfZAfd2BhcfsKBoujcHunlZbD9pQQCVdsDmnu4lEwPT/eZI6+mjD79fLtNlCrlL1l1Rnknqt9nQS1U1sXCqujaUHsfQgE7bq//tNkBIKJRTiZoD/n733DnPjOs/FX/Tet/fGJbnkLnuVRFIS1WUVF0m2ExfJjmucOE58c53ctOvkd5PcmzjVcZMVxY5tObIly1aXSBU2sdflcnuv6B0YYH5/zABnzhRgsFzKsqP3efbZGWAwGMyc852vvt/lpSjSTB4nBxM4OVja531+uvT7ANe8tJRWF52l28ofHQ3j6GgYY4tpnB1J4sBFqaIwL+ogETFXI8BKdatCALfg/7+tx4fNDZybzGDmxreBJ6cx2HySghptnlYU6mNjuNlOl/gWkJgjLHZMkiz+BR4MAMgmuDmQ4X/z/dtJ/EaIF5eMcG3grLjQKMfo9/41DcXCjQKR+GqXm7tODTAXTyCWzSAJLTo/9+eIvcYinEnh4sWL0i+4BnhbNNuHP/F72Hbrb0Kj0UDvtMLoqoO9rhfw+7EQzYD10RrtZJB+gLksi3yahUbgV2rniadX1XIG09YqTuMJnH8OD9qBo9hOnaMgaPXjR4uvBQ++AgDQ2bhzGXxEeNrX7UR06niRT1cnsy5l4kuwt2xC+BLXFkQn4NG1NqxFKsyl4Zh59qbC1ecFUfNARr7OHeAErRx08xeh1IqQ0mp5PH2SWAn+YSLI69eaJMdWislIEpPg23jz/jG94Dl5reTZrlVH+fq24oy/4L+2YY2Xe/4Oh2BRZvmMCe3KTJUnz3Oxip2CHKh20an1jiow0SVk/JOUdnslEip7/kNjAUq7XWRygLlKsty3ec0YCxDNuKVa/uEYzB5Ow5UJjrE5BhqdHtp8GnmtCS2ISaoQc+kYdCY7okPHoLO7AQDZ6GJRu7V4CMeH3uwCkwojcO55WBq64Q4NIeTuwv3bq/DTt5YQ5vk5Tr4QwZbbnHh+wYj3tK9HbPoC9Z11dhPmeKsoE1/AalcN8tBgPMYJ+Fg2UySy+uIXvogvffLjeP7wW7K/fyVxzYXtwMAAhi8O42ufvB5LB7hmcfa6XpwPBLAQzSCTY/Hs8DSua/UhmWVQYzUXha1GQwRtAWwW6FjPCYkP9vGRfL7VTOD8cwCA9Mw4NmEcxv3E9+oB96AKBl9B0Cbmk+ANUHh5YWtfx1Wz2JqkgkvLm66FSGomOg9LM1f8kAlxviRrA6kdt7gF2Qai7AGhoB0Px2Az6pDM5tDGD/z5SGmGqshJTshrBelc6Cj5kSI0Og3mrmTgbTPAn+G+p7fDgkSJnlpXA7fZiFm+lKJgHS4l0wAfMZ4MctpZUMCaphWkOTVVcfeu3S28h9LIudbImYz6QndhNo8pnqXk8iLp51aIuje5r37BESMRymE4lAOfRo6h8ymYXFoAITQ2qXMJAYCjjRt/Rlt10T2ihAV/DjU+HaZnGTwxu4CN3RZcAYppXAXU262YjQnIkJJ5GPRSy2s+HUetyYbYHKdhFu4rAOSZFLQCakat1gQtAAaAwV6FbGyp6B5IThE/fC4WKgpcADB7OlB4hgazG9lUqNiSJzlzhRK4H9hZg2//lDDonXolio03cr/N3rgeodFDcLXtRLfTiSuRCPpq3TDo9Mgm/IhMnYC9aRta7S7Mp+LQaoATi2F88Km/xQ/u+wPE7AzOnTuHvr5r67u95sL2U5/6Enqb7oXe4UF2dgrW1RuK7wnr0ZNZbmSa+RpCjQYw6TXYvtWKo4ekbD0FQbvwOtcnXu9UJmQuCtqJk4BGg+ABztfDCVoOJpcR8SvTqL2fawkjFLSHpkmxwA313qKgFYLNZWFw+KjXhII2muOuIZIhWrtJx93+8bBUT2332NDukbwM3Txn8hQErRBVez5IrjnAACL9V6jVlkKr24oQX9KYy7Pwg1vMmuzyAY//zmitNwD1BgyV6aorxtHRMKXdBpg8UL8BwuJDoaktxLY2B46PkYVjnm+jNA/Au0p+8WDBQgMNLvK++9mgvGvp4kIE62qc8OQSyCRoF0g2GYLB4i7uB1kdwLCoEinFBYEr7toLEIHrqO/j3WgaaBSYIwoC1zryGjJdXANSg8+ArJ9c+zOjUbyn3QGzrwXR6VNwNG5Gt9OJUI7+fYm5c7DW9UGv1YDJs/AnGJxYDOPDP/sauo68gj/80hfx7EuvyF7HSuGaOtwuXryIoZEp/L+/2QD3qj2wrt4AV9d1OB8IYHiJCDqPlZb5BUELcBrIph1kVbVV6zA/zwmugqBdeuMi5n7BObnTfJdYrdEI5vXHaEELIBuYg33Detg3rC+e08QzNLl2bEBqZgipGUL7JhS0V2bS+M5JQcPJqLRiy+ishUajKQYEACJohcjlWSSyWapAQalTa60uD0c+DUdeGkijtFoZHD4WR3ghh/DC1WmsU5Ekjs4s4ujMIp44O41XB4J46qS/6Lcs57v8VUahjZFeo4Veo8Xuxhqs8tpx/xZ5f2IluDAXxTMy3BZCFHqEdTvooOXAazHMnZK/72d4ms3LS5xQjmUYREv47gvCd1dTNZxGqcDO85Sl2WQIADCdkWraBd+r3uwspnAZPHSOd/WW98O7ms6YYXknh5YPZtpaiYaZGCcugk/czxV9GHi345kD3G8bE1i+Ub5ACQBCOQYGvrQ9z6SRmDsHp8EEPU8B4OdTKx2vPY94JIKTJ09KftNK4ppqtr//B1/Bn3/8euSSnIlYaFkzvJQs+vU8Vj2anRYw+TzsRgOcBjNu72zAgXFpZ1ZbNbfs96224NWJWawXvT/3izfg2dRSFEDm1jWIjvPZAhoNsgEBYUY+h5r9mxE+zj1M1w6icXu3PyRZa6/McIJOpwX+8wo3MN/PjyM2Jx3EZpe044FQqy3AajCg1cUNnstLUk2mVkcGtf/kzwAA2QUp8YcQnFZLIxsir9mbVt55qtMBI7MZeF1ENWv2GosLiJu3Ou0CLgok335CkHN819f4Inc/TiEOHe8bP9FKLKhtHSQFq5tvBFkKXa3GstqtVqfB7CwDEx/kfTYYQEsD7VYI5ACvQrzyBxc5M3pkQP19q7ObEEplJJH9eo8Bs8EsNBrOu9Xskx8TRmc9MhEyFxlXC6e+pFJIZLOwGgxYyqRQZTQjkssCtlroc3QcwuCpRzY4C9vm91Kva9gcWI0OIT4w7hR0oLC19iE+TgKDxqEDyHTdiHtu9eBnLyoQ7jvrkInMQaPRFjMg/uPMDO4rJD8IqCHNBg1SWRavTy9gzx/+Ld7/5U/ij7/yP/HcCy/KnnslcM2E7dmzZzExMYX9/+9vwebzSGgNsOYzYA02AKHicc2CBG1noZIkn8X+5ir8YpRb0UOxHNrXmbCwwKBvNXf8npZaoOXjuPKXv1/8fDaZx8LhMdTt64a5dU3xdXcn12F0MfAk9wJfIqq12uHZy3fv5NnuvdsfKn7u20c4LVnPa9nCnMRNbTYM89XbHQkuZ7eQOyrEZIKYewXyMjk+U6/Rgt0N5F7MJqPU+wVBK4Sli7Rscay7nbwR4LIsDh8rTZa8YQ3xu/XUSFvmKF3rSqHZyd2/ZJZBFU8ML6yeE1bIFQIaQrc3y+ek2mtJP7nCp/MA5pPc7z8zI43WXyvct4PTpM7y3zk1Txa5ZFzZ73po3I/rWokbaiKVBTRWRNP8Qp4JKX6WTeeprhwNddy9Wohki9H5AlpcVqpPmcUob9zmLB7okkSo2XnmvIiom0NB4B6aXUBvDe33sjf1ITZ1DlOeHsDTQ4cTeCkfFZ3PXL0GqcXLMLubYXY3Y+nET8FEg9A7PKg1aFEohdC79GDCDCZmsuhtAKY0DjSxUa6btgjmpi1ITXFaq0mjhdNgQpZhYTZooNNqOIH7yIP4yV99HceOHcOOHTtk78nV4poJ2//1v/4Ev/cermd9QmsAw+bBGmzII1/UaoXBCY+ZCFohQjFu+kTjeVhsyl6PQsmup9uN9MxCUdgWBO1YIgn0cAUHtgvPUJ+11HVLzlcQtDNHiN+zne/htamNaD0bfVWAjzMnC00X5bRaIR1ksfWJQT5Yko3OoApAdPiYYFni3yuj1f7X+emS71ei1Q7xTGvDosaRcgGV/26o5WfOHS0uaA28L7sTGI+XF+zpFFvUbsWYjsYxDcBlVn5OHatNGBlIw9RgRHqGE1ZsOg9TgxGxQA6ok05rJp+ntFu7UY9VtXpMiTJ/js8sYVsDcY8YrdUwWqUl2m6zGaFUCscmOGuswU2uN6GzwJpL4uBcAtB3QZgslmDzsGq0mIjHiufRabTIsXlEmDScehP81kbQxcY0Ctqtu0s5uOk1mBHgi1h+eHoKD23agkw+h1iegZ13C2UZFsKm0J/58P34kz/5E7zwwgslvn35uCY+25MnT2Jh0Y/1DW68OUdMY2G9SZPbVKwe85jNMOn0yAuM9xyTxO3N3CCO8hpBKsni/GCK02oBaJIBrP69r1CCFgCqb38ARlddUdAKMRxI4FzDzdBapcEeE29mFAQtBa0Go2/EMPoGEb4bfWRQZpNL0BltFMN9QasVClqDVoPFRBqLCXlTMBudkbyWmZ9CLhJCTiH1h9JqeczNMbA4tbA4tWjpNKJzixWdW+S5vZS0WjlEo3kEgjnEk3nodJz7oKlWj/oq7u/XCaP+FEb9KWTyOWTyOSRyWejyGejy6oNhTbXK92RNmwlWoxYOsw4Osw7n5kOSYxwm5eyFbCQHrQK5uOL12O3YLWi7VIA/RruekkwWMYN0jjj5irufXZjD60P09Z5fIJrwoUVpSuNIiJMF3zsrZSbT8exqS2lO6y74hKu23g8AcKznFKVeNze/du7m/udzLH5xgv9eB+fTzTHcd7824scCb1n88PQUfnyazK1CQ0y7UQedVgPP6lux7uaHoMkk8Oabb0qubyVwTWbHn//5n+Ozn/wkEL+Iwdk0emvz8OhNyCAPI3S4u7MRZ/gKsYKgBQADywIaHXJZTqCx+TwlaIXQ8OWyTDqGNb//uwCA+Z89Vnx/ylQPROPodtg4rRacoBVDTqstQKjVFtB2vR2nRjmNryBss0mSnWCweKFUjikkQW91kYHsMxhQzBPiER0+Jvm83uUB+AC2ZwMRsGoN/X3dHoD/uc0WIninU9L7UtBqK8WGRu53tTiJADcLsjyZNKf5ZROEn8GcJt+VtEqJeZaLqQj3u2odBizwxNwmvtOtqcWA4BR3z7M8kczU+RzM/ILx3Gy4yI28Enjv1mrqmgAglFTPb5Fi8uiqMePEEHevvPV6zIsIcNIzGZgajLhyKY3uHhPuXsMFFYT3X7xMNHlMlHar1QAnZ5fQo9Be53tn5cuaZ0IZNLiNOL8QlLgT5qIZ1DnkNfVQKgU3b9W6tVosCGg/pzN5NBq1eEa/Bx+R/TSHgsD91D4y5iKCOMrCPIMaftH78ekZfGBTA1iWE7gzkQwanOTaHnnPDfiLv/gLvPjiyvtuV1zYTkxMYGl+Hnt27sRjZzjeS4/ehIR/CFbfquJxbrMRgWQagWS6SCEoBJvPQ29y4NO7HPjaq4T1J5vK42u/GMUXb3KBEVSo6M0uND7wO5QzHwCuROMw6rSUoDXrNbhcxflqN/Ftcwpa7fPDM2iq4bSJ4jqolZp8H9naAkYk5jhBy+ESz8T01gjxvfY2l2aNTSxekbyWmZdqAUJMMAYgqlTioAIabZEISE3S/LVGQ4JMZqONGxdGB4loR/JkURoMEU3qWuUHLwetVhtau2xgChkpq4CllFTTKyCXZ6GTGWNOo6H4fzio/Iy1dh3yMfL7r99ZPkWvr9qLc4sBNDosaHRYcHEhgjSTh8VAG7uBbBJegwWPneLjFyLCmnSGhclIXrMZdRjhKzINOg2ygvTOJ5/xA/Cjc4MZrw+FsKfLXXzPITitSa9Dmvfd/+WPZtDAFzAxOhP0uTQMfPBk/SozLgxyroLuNhNOzC5ia301DILy9852I4ZHMxh8LggYtOi4yYmvPTmGdX0Wyv+fWLgER00Peu54BJknD+DKlSvo7lZWxJaDFXcjPPbYY3jve+7BcT83OGo98vI8wEeip0MZvDA0y2m1ABKLA2Dz8pphlidOyeeA//cScU/ozfQqPGUik/OZI0E8+aZAixL4G9s9NoQczQg5uCqd54eJmTE4moanzwpPHxGQbddLB3EmMIxsMlRMiQGIoBUiFsvjSH+s+FeAT8Zvm5wfQtFGl4FQqxXi9HQERoMGTqsO3R2m4l+leH0ggsGZNAZn0jh8PIb5qSzmp7JYnGOQiueRKhHo+e8AjUYHrd5UbN2Ty4SRz8aRz8bRbKzMrBdie2MVOj0udLid8JnlqWS2dik30WzdZUNdq3Q8pQRKQUGH0zMpbPYoL/4FLo0fn5zHN46Olb32zmqzRFADpMnkj3+0IHmv4IawCeI0NYL58NhPSXzi8eOcwvWNY3S65fpV9H06MbuILM+bezNPDu+pkj6TQvHMjD+LmUiGSw1buAS7zog7dvTh0UcfVfily8eKarb5fB5P/PAH+NaffA4nwhnUevTY21aNhH8ITDKEyNRxOJu2IaDQijmxOIDIuYMAgLqbueqvuXQaD13H3bT/eGWukEgAi0OLb55m8dld7uLnNWY3TGY3wPPPPnOE03yio2m8McoJ91vu5Uycdg8ZtD6zleqCMDhKVkarXQvrTnqAf2Sr1NS1uFvA5mlXgFCrFcJu1+LnF7jB99FNjfxv57TapKC1cz6dhN7H16W7SvPInp6WD8zsbOa0bY9m5QRkfSOZEH0tZMJ2CEhi9MIOB28vP/2ysHWvdCFt5gO4Y6EounhazSSuvqvF1mpiATGCfOx0Xr12fvdGH7ARODQaKr4WF/E6vzWzhO2CYFd8ob+4rfe2U8euq3Hi4kIEySyn3fZPpdE/JRWQTI6ltFuzST7Q5zLrEU4xuDwpZZ0bPptC5wYztrTaEc8ygMwC9cYw+V0zA2k0rDbhL373GBof4BSpRpcZ0+EUWtwWtGyzYCSQRDSdh8OkRSSThlkvI9qyeYy8GoGpjRPQCZ5FcMafBRq4XFwAuPtjX8QHHrwPX/3qV6GXO88ysaLC9uDBg1jX3YmmzffixBVi/jICrS+QTeLQON3xVqMBfjEyhxtFcZo5QWO2V6/40dhswOSYvJ9LwydEX/T7qdejAsGpd+lx4CAnANvv5wSoz8xNHQ2AWzq4uOngKGcyWQXtPe7bJBV2mcCw5LWDM1Ku2FhMXtB11JrwBt/yZ4vKKk5Hy2Z1B4IIWjHYPEedF9GufKmqGFpokOcFihYa6HlyE52g/DMbJ/csm+C7DRvMyMnQQwZT5HleFLBLBXnCIqsgyt8qKG1aV2vn/5NzzXeTc5Vqtng10PGpTbUGHdg8gxqP+qaZBq0OWYEA3uKzF/9Pp5VLuYdm0+iqJ89Wn45C6ehavQbzIsLwZFY6XsXughm+FVVHJ+2LLTCItbu5yXx5krj18okctFYd9FYtxgcz2CJI2snnstDqDMgxSfjKJLu8dimCvT1OrKtxKhZqWHUGJHJZ3LW6Af9xYhJtt7ox9mIIrj4bUjJk746GTYjOnMb5P/ldrPvjP8fm7nY8//zzuPvuu0tfTAVYUTfCt775Tbz/Xo7gt9Ftwt626iINHkBaIQtRWNh3NnuLWm1qYhZj3/3z4jGvXuEmY0HQWnjO2o5mI56fSuD5Kc4fKxS0J0fj8ArMB72LrCurN5pxaDRECdoCWACfubkVn7mZjAShoLWFRpGav4jUPGEKovgPeLz5RgyTAxlMDtAhCbtdest7ql1IutthrV4F3/o7in8FKGm1KYMNtTYrWLDY2Ogo/i0HPz45jwOXwvjef8xi4q148e9dqEdca0Bca0A0zyXry5EXqYUxsQRjYgm2VBDm6DTW6eVLd68TNU/sbbagt9kCi16Lvlo3UjLVi3Kosliwt1WaJ64V+ZJHjyUweFg6LkaWuIWxz2nCeplgWMNGbpFhZqQL6JU4t+jNv/Hv1OudfZwGGnviNK78b45AavoJTngPLnJz3sH7tTu83PmbXNycDqSTsCowqWVmMpgZ5ealmV9AhqNhOBo2wVrNfeedG9rwrW9+U/bzy8WKCdtQKITz585i9fabcHyBK0aw5rPQ6PSwN/TBVrsWk5k8IvxKNDSeka24SU1wN9NQ5ULuxa8XBa0YHc3kgW5pdGEhSQbAST5bwL+Yg73NBHubVIO7tbsGqRyjOBjNAD61oxmf2kFYlwqdHQAgvTiG5MxlJGcuF1+T02ozownMvxkp/hWvv5a7JqWob3y+H9amtbA2SRcogBO0ctBrtVhf58DetmqYdLriXwFsXr0Gx0YZJC4nkLicQDaeRzqcQzqcg0aD4t9/JxQoMeMs4M8yCMGIAGtAgDXAn1d/M/IM7UYrpJNZkYOVZWCTofUshx2tTty0xl3yGJOLzl5NBkaRDIzCGRmTHNtWSwuq6RMJjMgJWZ5v4/41TdhQJS1ffmgbZ/ZHw3k42ul5+JOXOSumMTqE+BxNc/jgGm5e5FS0HCoI3JvbpYsFAPzmVm4Of+V/koKHhnYiPx7a3EAdf/Grf4pdD3wOk+NjmJ9X10RVDVZM2H7ve9/D3bfeAg9fBdbmpoXBpKCWuihkWRaDo2nsbPbC5L8C+zqunNdQxd1oz847cV8dF0wqaLVaPZAW+Ka2NHLHVlksWOvzYK2AJrEAk0UDVwOn2a7eSDvUnRoWBl4AyXkWo7PnYPVfgdVPMgXSi2PFbc/am4uBkgLefEMhcqzTYPilMIZfktdS5JCcHQQTCxb/lgONRoOkzoikbmXLdDe22KDTaKDTaFBjNSOWySCWyWA2FsdIOIyRcBgHJuaKf+9EbLIy2GRlcEuNBrc32XB7kw13d9Th7o46bPB6sM7nwzqfD6YVolgUgkkFgWSg/IE8UmG6YKXRbECj2YAH1pb258f0tOsiE5hGeEg+l1Ss3QaXGIQDUoEXn+DmcPcqwjUghE2QEfCRHXTbnNQQyQwSz7mlI09w16w1464e+loyI1ymysIgd+7jU6Hie6vsZF4nGE6BSucZ6Pmc6PssNA0jwLlGCjDqtBiOhlF733thrTZj7Dv/B3ffeB0ef/xxyeeWixUbQd999FE8/Mf/H5h0CG1ubhKGoYEbwLSAJPzomFTQmHhBFj7yPAxuaaDivroY/mnMVKQU7V2r7PfK5vN4cHMD/vUFaZO4gsC9tVua1G3IZ5HhO6nKxYGTM0TY6szcQuJZe3PxtefGy0waQVBBX2fCgZfD8HUYcW6EaDmfu54blPH5fsnHAYDNZhA4+xyM1SK3RRW3Yssx2wvRvxQqbr9+hg7e2Z3XngT8B+dJWpcgnRJeJ6d599TYARt3bxvtxB3CCnSCQjoUAPjsZPjGEtwYyzKk64AwnarQ0wrgOgEAQLPRhFwJ3+dKIZchGiGTJvddb1JO0TJYPUUibQBITJzn/uM8tBYbVyi+ao/kc9U2ExbjRNAZCr3DjHboozPQmx2SXFs5uC0GbGwz4MASHXhlcxyvtMGrR0YmFqExOsBmyG80inhwXZvsCJ/m7v/9++mYgrVjAxIjZxE8/wIMG+4tvm65vQ/J58/BtEveyqsTBNgabDbMxOOIZ7PF7rxCfO7WFvwLyDgUCtxWkwYJALX3vRcLP/8p7vnwp/HIw7+B3//936eIpZaLFZlh586dg83lw809qyTvTacyeHMkhCOjYRwdCyOXY1FTrStGqNt4d0D4yPMAgHw6g3w8Cc/OO4vnMNWsxe/fIyVqvaW9HjUWG6osysK3kMQOcBU7bit5ME4NudFMKgxtYgnaBClQEDPkA1y7bZ3NA52NaNBCQXvycBxsjgWbY5Gdz0Bj1UMjYDXT18kHpa7vceBsIIyzAXmtl83KTxFH00a0mw1oN6vnSRUjdDyKqVfCmPzBDPJXQshfCYGNXnsh9OuCwUAUg4Eozi8EsZhIYjGRxGg0DBYsWF35IKS4owH1Xia+rGwOnVaDkaB8NkwBmQCnKSfGzyP01hPQZmLQZmK4sV7qorLzKYR6lx46maq1Z67QWnd08jTyY4So/3O30gqCWbC4Tzm6FK/xi7/FzXv3x7dQr5/hXRr1gq4lej4Y6RWkzSWhK2q3iUtcGe4jXUQRa6ulrT1n8zYAQHAkAXPwMjra2vHWWytDLL4iwvbv/+Gf0brtFmSG34DOaEeVgfsBkxHax5PL0YOmrdmI69q8SHqlQrqAQrFBhs3h83e0ltVqASCQSuGhvdV4aC8xr9bwftvtTdICikLvI4Bj8EpHZ5GOkiiqUKstwNG+G6zODFZFF1mNVQetxwitp7wZv86qgcnVWPxTi6hGD7fJBLfJhJFAHMdn/MW/q4Vzgx0Wrx4Wrx7bd9tR7dKj2qWHw2Qo/v06Qw8N9NDArjUgkk4jkk5jKBjFUDCKkdBVFJSIkNEYkNEaodVZoNVZYHI0lDw+NPg6tZ/N55HN5+G2lH4e1gaONyQ9PYzo+ddLHnvjVi6dr7pWj/ZdUiF84TTtf46NHUF8RmqyF2C2alB7nXwQNzk1AA3foDN79mnFczA8A9/tXfWKxwDAQoGPVyudozcK/NuhdIoW0DXr0HTbagRffxEPvv+D+Nd/+seS36MWV+1GSKfTePON1/Cbf/ZhAGPF1ycjcQzMJ5HLcw8jl2OLAZVVtWasquUKGgCgymQF3vs/MPUDrrWwub0d8RGOl9JUI2863NLO3Wg2FSLZBEY7AikS7UwyDG7f7AYAjAWSlKB166WCT0iVqNEZYHJxg70gbI2+JslnXpuck03mZpakgSiDRz7h/foe+cE3/9J3AQDRy7S/s/4DnJbgaNoo+zkhLo6kcHFkCksiWj5n28r6bw0CSjQjvz0aTBSL74ZnRexOxl9edC2XIhpfYmFQ9hhLNbGk9DLEQleDgkmay8Rhdgk7eSjnQlub1yMxSYSYuYrLk00FJ2H1rUK73YwrEalPf8Afwmqfu7gfn1buYBw48yy8GzmLcpPbiNOhDHqq3Oi53Y0nBLwCAJDPsNAKnuHd3Y2yMY/UyCGYO67DUjKJB2+oplo0PfdWCHdsd2O13QzY1yM5NSD5/EgognsfqMLzb4RhWWNF8rK0tFyj0YFlc9BojTCwQAqAz2KBP5nEVDSGVS4PtCYr8ukE5h//33BdfxPc82dw45qNGA0mMLAUw+oqoFY0PS2rOtGRvYJjx08gHo/DZlMuKFGDqxa2P/jRE9h9w17c5xpDamIA6NoDf5YWNLkci5u6Of9MoTa82+dCtw/I5JSjjZbWXiRnz0HH06ZZ2Dxub+UinjlwgrYArc4Is4CuLckQM9hhNKK3Tkm4aGC0cY74dITLDRY23zNYq1C95f0AgDBvFjnad8ueKZzIoXcbl3py+jlOW9ZY5QWszauHgmcAABG0Ypi8ZgRe4dr/OD66UfkE4AStHPLTCYQKjQh/CSkF4UAOBVvCYNIgEOTGgElPJlK7nWRpFBr6AQArYP/f1dxb3N7RSKyAwUCouF1YBIbDYXS53dw5rvoXqEeaz8VmBP5Xo0MaM1ALa7OYxVkdzEwSsEiDxwCQiwShc5L3EguccrEaALCROra5x4TJS2Thvu46eb9zoROv2dcKhKcAI21RmiwapJMsRaNZQD6ThtZoglsvr6H//pdXF7czGh2MbA5sPg9NCTvd1XUjwkN0d5NWiwmjQTLm0uFpwNUIQIfa/Z+FP5MATj6J/bfcju89/hg+9ZnPKX+BCly1G+Gb3/oWPvSBB5GaGIC1axP82Symo5xWm0jlkZZhdO/2cROJyec5rRacm6Dmoa+g5qGvyH6PRbDqpyIzyIZkmLkMVjRY7WiQYfTymMww84Q3clptLJ9F1l6LrJ1EQA1WksoymYgjUtOLSA2Z4K9NykfYO6rMeN9v1uJ9vymfiiLEuk4TFqKZ4p9aeG++A9GpM4hOncE8Q7o+JLLLS87Xt1th2OyDYbMP7b/ZiLb9ruLfuyiPdrcN7W4bLHodOh0OdDoc0F2FWB+NhTEaC2PeVAOrrwtWXxeqNt5X8jPdTlqY9lb70FvtkwSplJCLRbD45g9l33tgE+3S2Lzbho1bpbV0trZdAIB8NlXkjRbiXkF3i95u2ryv2sa1pKraej+8fXdS791+AzcO/+gPpXy1Yjj436vjFYnBMLfQFQqCwm++WjzWbeFkwlsTYdiq13ACF8CigBzp9lY9vvvdq89KuCrNdnxiAqlkCtXh84oVKkLyFVdsEi4tkIXyBJ5LxIHee+CLcDmtWr0R7NIg4ONIbVIRzpzRGSxgcxlodEZoRSlNyTyDBrsdM7EYHKK2MQWBy0Gq1XERe24NKoylyQS58ccnIzgOLkLrEbQADyekA6vT48IffIL81q89OQaA02rlcAufdjN34NvQ2YWuBU6om7zl/cNPHOFynAPnaHNLScMuh74WK8Bbui0u8iwdotYp8VJq+q84JgQctUK6TI1M1sNysJQhFkihH53XUqmbhxPs3U43UmweUKhtcXVdh/AQsRRy8Xjxv07UdkcO+9d6gbXA2Vk6S+GNqTnc0FSHbHAURlcdUktj1PtVGT+WBNptdzMZP/3RJNY6uFhMzc4PUXnIm6t8OLXExR1+97426pypPAOzVg8mE4dWZ6QaUTIKpc+mpjqkp+bAhEkropMXkujqIPe7SstiKa/BE28t4IHt70Pt4e/BYDTiysAAulevljutKlyVsP36v34dd91zH7ILM7Ct2QZX606c9S/BaTJgW4sBr10JFY91xbgIYHz8HDB+Dtq+e3B8OgiAW3VubJOpXuE10Fwmgegsl/pisNHmCJvLADojYJCusg12O6KZDDwmIqT0Gm1xYSj8+JhMov+JoXiRzu6uDZwL5PgkGWA6LRBJSh9oR5W8QGRZFr/zXs739+2D3Oq5rpMMuFtkqncAINY/Cr3t6rw9bCQLNnJtylEBwKLRw2LkOynkUvDxXRdaBBkS+wSLrlBr+OFhaf39tULRZHXUw8hHqF3tPmRi5BqEfMQ6C6+FqSAErxQ6vvtvNhWSDeCohdndjHwuBW2ZrIe80Q5thgTzkle4+STnRopfOQVbNykLt/BFFh/dVIvpFD2O4uk8bCYtbmysAdi8pJV5anEEZoH/O8kwuHWDG2MBTqDOhNNocHHXLv4NuWwCOn5erxHkz5u0eqTzDLQLl5EBYPbQmQ5Bhl74u1xusAIrw9bbCyVodAaEBt9A1aob4HJo8cRbC/j0vk/i/lg1/vVf/gVf+8flB8uWPYtZlsUzTz+NH3/vB4ge/r7k/Ta7C4Fm7kf32TXIlAjanjmbwJmzo/jgLZwvK5FlkLA0ozVLV28UBK3OQDIS9Ly/tXAzkwIyGJ1GA7dJUCMucOpk2ZxkYAjzUAuY70/h0X5Om+5V8E/dtopw0V/h/YWdHnntfTwSxS2buYk2E1bfS8rSSHISa2//JPVegh9HBa22FLS1ZGI3Cgo8Zi+//f3AAOADO0nGSL0gIjzHN/MEgNkXzxe3I0vEnVTTeZBs30Vynvt6SKmzP0NHy38ZiFzkIv56Nye8M8FZuFbdUPIzgWSG0m4ThaIZbzssAousVEVggadAiLln/03x+Fw0Qmm3eosbCI4BnmbJsRvqnTg7G8GdnbyvnKUVD3NVG6XdWtytaIYyjSertxQDhFq9hdJuPYKuFXmw0EID5vLLMHpJwDqfy0CrM2I4FoXXTOb8KrtF0ZnjP/tzbNxwN15BFEMjGfwU07hNoT5ku24S33j+Bfxfhlk2Oc2yhe3RQ2+iq6sbuowf9nV8Hy8Avb4qjMdIKlWfXYOFA98DABhquAwCe8cWIDYNOf6kBN/S3GM2IWJugc1/WXJM8eJ5QRsWEJYYRP4as4b8xBx/27OCgTGfkEY3CxqtEPkwg7PPhor7m+92A6AFbfzsM6Sdh4cQWLC8RjUeIVHwaJqBw8xda4fHjoWMNJgV6x+VvCbGEX8awNULyt94L/c72h3KLh6hRvouOLhM3PgKpzNY4+Jsd5bNITT0xoqcP8eyGIqG0VCmjXw+l6Y0w+Ar3yDnkBnjRbCsRLt18JWcSmi2ctp/c6dNQpNvcbciKYinmDyNYBnp+GzzWjAWSGJns3KH4lPBJIAkqqylXSqp4ATMnhb0x1Iw60u7y+w9u5GaJRkoWa18EC4ycRJAO1wOLf75wBg+vn4nNqy5hCNHjuCGG0ovlEpYtrB97pmnsec6UsHibNqCPIDkwiW01fQgOvkWVgGAnS5GsHdwycnjWi/aPMBTB7mCgORwCo8OT+ChR+RzCwtarcndRr0uJ2hlwWZReDfLawZCQXtWpingfL98NN+x1opBvib8Nj5FOH6W9DWLnTuL2LmzxX3fh+WDfnKoNuiBfR/jztP/p6o/d/wi+S2ZJAtLu6B88ezVuxBC2SQMfIVaiskhxKfY1VpsVDujXye6hMshUqwyME/ur7AHpkum39dykOO1uianFXMxTquLpLOwGSs7/9I55fzUUnBsUBawqeAkzJ5maDQGNCnk8OY1OmgFSkw6NAuNXura6Ha6cSUSQrXVgmornTOf02ihY/OYSkoXh/l4HLU2GxAYLQr4TGCK0m4LCKTS8JpNaOQryzS5NFidCdHJM9Bb3ZLjm5oNmJrMYs7PYKreh6Y6IB2cxgMbGvHEWVKssXv7Frzw3PNvv7B96YVn8fd//w0YbC6KQlGI2MWjiIFLl8qFo8iFo0VhK0RymBdqGuCHj87gM5/lcggdRiNQz/eQj0xTgnaK96M5TNJVz84L3aRM3iKbz6GUd2vginot8bdubUSmDAepqakesde+i9q9H0WPk/gDjy2W5kdgUhG0fvxLxf2FF6WpYJxWWxruah3c+90AgI0d9OA+P76yJnZ6iRR/xMfJYiPOybEIyo21AqpFmNdgpWERmHwUx65g22gnqVh5YZFKenlcFKVg9HDWXXJpCI7GTQAAH4AFmTb3QszEYorabTJQ3gISInKZuOc825W7EeSZNLR6E/S+DjAADCqSK2ICNjwhEktXYK3qRgYs2pwuxBmFgKpGqjAtJTKoshq5Tr4yH7HVb+A2kn6kmBzMeh2YPKuYa2WuX4XU7CBsbRuLr1XV6JBKy//A6AKD82tasalrAf/j7x7DV//qL+VPXAbLErapVArBYAj1dXVgdAY4mzgBmly4hMAbP0MAP4Nr+03F43Nhzny2bdiK5NwgFhq4VsHPHA5CpyK5PZxOASYfxPUiFoO+2DVUTqu1aLSczsVKNTuNVodWqwXjiaSsVhu7Ii+IHGuljzv11hOyx5qa5CtcLobjsMtoLNUG+ceht1aj4b4vAwBOLixiNnL1pbRb66qxlfeA6HK/HH+tGEtniFYWv0S4gpMRsmgKk0kMdqJlaQ1kCdW8rZm0ysjz/mKDtxa5ZAz59NUvbgV/bV6G61cIQ00DsgukEGHgacIHUL+qfMXfkp0siGJbk2VZiisgn+EUB7mSjEx0CUYH5ypg0mHARGc85Nh8sdmjTmQX1dnNmItxv3NgMY6tjUSxstR1Izl3Bblk6eAlm89Bo9Vh9qm/ha13B5hECHqrG3qHPNczACRnB8BEAgDexI3dm3GAD+J7XA6k02lEo1E4HJVTmS4rz/b1AwewZfNGDMXlB090cBGxi5xGyyrkfT5zmPsBseE0YNQW7U9jownfeXoG33marli54o/htSmuhHZKFB1mBG107AKhm0n4kU2QoBEro4W2ikwZObDJHNgU91fAb90qX0obO9uPXCKDXEJdKtRcNI1zc2Gcmyut6YoxHkhhIZot/q0UtGCLf+OxcPHvXSjDbTbBbTZhLp1BLhNHLhOviOS9HLocLnQ5XLDKaH3l0P+jy7jyjHyTRiESI1wQMly9HgF7i+wxWZFexEBDuZBKweigs21solx3ncAF0WSlBZk/TsZ3wkHcBnLzeSqUxtAS54Yo0F5O/OdfK15XLjiK967jlhOzSYNXLsiP9UOnY/jeVAu2b92GV199VfaYcliWZvvj//x37Nrch2MjUbjWGlFrshRTs4Rgs1lY13CmUj7LaU++njvgA/AMpCaasZFoJ/ZqPb59cAof2EU70F+bmkWnoKUNAHg1LFCoHtNywjPDd29lkqGim8PslkZVcxo97lpFBOfAlRHF321styIVUsc1ammvlyWPuRiWDzJZjTocEbSy3uaSroMnF+SzDWocBtSs47SVHQ10OPXRI1L2s+Xg1WFSZskIbsHmZjIRpN6zX324eTfVjhYjLi+RAGeOd9xOhVNwm0unXalFtclW/E/LNalA0+rNitqt/9XDJb9ndjBLabd1Nz5c3A4nymvfVyKcstPpcpc8TstXgDHJcFHYatMR5AXabVHoyrj8QqkMzHp5fTAxQ5jxIiNvwNlxA+xGA0oFi+Pnj8HWuwPxoZMw1bUh7Z+AydeCfGgcgHQh02i0aLTYcGM38LouhCU/gxt278YPnngK9957r/QLymBZwvbY8RN4zyNfwIUFehDELh1GdHARRqcRiZFZWBQijdPJKD58Yw2+8W1eEGjAabcqwLKkzXZvrYsTtDyExByOtq3053JZJP1EkFqrpeQ3s4kYPngj57/71hUuosrK5NLu2GXDsUlC8MJ7jBA7K0+NWHvTxyX9yQBOq5VDJpfHoQA3+KaWsgBPCbemQX1LFQDQxBfxCM92n4kvARDm35XmQF0OzB7CIZDLkCCHRmBtFPgmuNfJ8EuHZ2BtJDwYEZxc9nUEBdFvoXuJMlO1JuSzZOErplAxaehNXEZGj9uDmeTKZ2DYansAcD5RHU8CX2vSy5rh5ZBNLEFntCI6fLzkcRqtVJ55d/coHq8F7Rb42WViafbWi3zHRieQIdYmy7LQme2yWQgFJJgsNOJwKssAGj00yKPZakMoJVVWPFoWcDVSwlYOp2ZC2NzgLsoEJpqE3mFB5MhBmFqlStfdvdX4+flFfGKzC9nEaiQh5WlgGOAU24RzZ0rfayVULGz9fj90Wk1R0Oo0Wixl0pKgk3c/yXt0d+0FwBFGSFBwH1STldZezV2WTgf85C1Oo1rfaaaY5q5r4oMaMqt7LhpA6DzX993etV32dyQWufSPAtHNbIIIotFgHPsf4BaKl/6dCyYY2+Xb/N3S1gC0/SYAIHa2dNbBdCYPl4AhS0nYyiGWyFMpadXe5XdxNTnriqTVaZMLEKTHlW+C/fbAdd3O4rZzO5l0plrSqNBeR0o3M4IUnmRu5dwqVwNrgzyJ0tUiK6ABrRRq/LVC/OJ0AEAAtTIdaofDIUq71RtdsNf1ITp7VnIsAGhN3LFKalWOT8bXi/y6jS4TpsNpPmNDGuMxOmuQWhoALPVYU2PH5QXuPFUGnYz9zCE9NwZTXRsS05dga+L4Jh7qkLdan7sQwL0bqmHpMeBbB6bgcrkxPT2NxkZ5V6ISKha2L77wPLb3chHMnkZO0zLqdIhdOox8KgVXbxOS48pVQdNJzhTL5PL4+Mcb8d3HpmWPE3bxZlng/FAK6zvpSpvYJY4D1929T0I3BwB6Ty1S/nGODEMGGr2RNG00Syu4ggkGWz/ApZydO1HavMomFtH8kS8W95fe4GrMa2/6uOzxwVQGNXbit4plZPxPMsxhANDTSu7DLnc5g1M9XhkmUWphVkZG1Lq8a93yK55+XbCtkVQyGgWDVcsufxEUIxsj3BvC5pfCop4CHJ3bitqtd892BF4nHKw1raWn+fwbj6P2ho8U939xVn33CAA4NM2Nm72NdI62Rm8Cy6Rh9rVzDR1LnCMno4j1ej04H+DE5fWt1VRJuGftfgT7X0Z6ZhhGp5TY59ZW8nwcW7YjevItZANRaI16pMcnZbVbIUYeexHeThtwKwC0YCmRQrOTW6huuO56vPDCi3j4Yfm5rYSKhe1Pf/IkYsl9UCKds3ZvgLUbYNk8cm2EHSun0UIsCvRaLT75cDO+9SjxK9qq9LJcyXU1eixFGVQ59ESr5RG6crCYypOLSgdKyj8Ok1uZG1SrN6GaCWFR78ZoUGo2sizQu0U6wG9pkz+nzmhD7c2P8B8ubxxaDDpYDNxgi6YZgZ+qMg1t6of/TO03PXh1LEVy8DUZEAxzC8PN68nkEpOg/CpDyGVcLQjk1DeT7JJwCRP5aqCRyZypBIV0JlvbRgSPPIPVq4DgaXV++4PTyhrz/FKO0m6fPRHit0LYvIaeG476DUXt1lK9StaFJoRWpK0y6Qil3ba7yfZSjkUV3/XE4KxBLkzme01yFguWeuxvlFIhGuuqkBYRR7GCuakZeBngNdzJx+UbPWpD4/jkja34nydaceGpZ669sD179hxu++3PYXGRQUuPDUadDkw+B9OejyH5onIpIACwyQBqACyAjkR+8uFm/Pszc7BVcZfj4Fnck4m8RPAuyXQQiJ4kPhTras4Xq/cQTdVaR8gjClymGhnmr2omhFFwq1cwIT9ADHoNsnl1+mNeL9IAZWqWC0JWjJGlFMwmMghjJYqA5BAciiD4l/8fAMC7ijbLmj74O5WdbBlwNGwqbi8K/LejMWIhuExE16mvoXNsk/NDy/7unOD55PJMUfOM5jLF4gEAMAmS7i2CMSn0N18raHlfLQtS2QjIhWnKw+zkQpPmTU1IBCvLufXu4QSGWhF/+WwKl8+minNViNem57C3kVRUijkLmMQi9FYSKwil0wil02iy8dkHJheQJtkA2WQQayzyIa/YNOmiEr18BI41HNuYbeBFYP0t1LHpaWnQ273hFiTmpH5ZMUyeRtSxehwajKK1E0ic+gl8tX04+NrXJClw5VCRsB0eHkZ9TQ10OunHgqkMvN1cqMjQeQOSDPf4Xua7435gPYlV1yCDKcFX6zQaPHxPPX50mI62W6xaJEQm7J1r6pBV0Ba1Rj1So9xgs/PCVihoTY46wMENhmSQC4BpBRNOo9Fhh5M79/Nl5pvFoMWBSaIBXe/j/cxG6aoKcGWXNVbyXlDG+R9V6IeVybJwyrRAXw4aH/x8MWXm1YUcgPJ8Cm839NDC13tPcT+YJQL6op8EYuLTxCNXK3DJ1Nvl/eu/DOgFHLJidrqrgdEqH3yWg2dTM6XdrvrdPy5uy6kNa1pMuDxBRFxojqH+l8NCOgF4V8HMcufQaPWUdhspYxVkEwFkEwHozdLS8Roxi1/zGqQmuZL++ATJiCowgLEyZfC19zxM7UcuH4LO7kJ86kLRf+tsNCEwHJfkGANAbbcF7e2duHjxItavV88vXJGwffHFF3HDzm2IAfjYvnosJlIA0qi2yvvwCoK2yqHDgfFZ7KvhBFt46BAcAJKdNxY5DCwGPT62tx6PvUYEmNuhhdvBCZl8nhO0BeRnzsDgkidhtvVuAptVfqB5jR4mL0fZmOUJw4XQaHW4o0FgMk1zC4dBL7+KWY06nIpyw3abtOuOBGYAG7wejvFJEPM9p8Iy3b+afIHmzFMISS9/WXjrENG6mQVBQKrFDM1VUgj+usItWKjTfJ5oVmOAqTCmPW3IpuTzNtVCb+fGvB4A8pW7Ltx3fJ7/jyK5fj6nLgecySpbcPElhtJuB6b44oOpMdy3UX5eGixu2QKjqXgUTTYHdGweMDqQTdCuQFM6grTJiRqZBo4FRC68Bp2TLlRYPPYEdBY65Nvy4T9GOkoyK0xVrUjEpL0GxRj9xghm/34zHAB+a3sNbON78MILL1w7Yfvss8/C1Hw/hK7lS3NxAHF47XpMWXuwpd6Hfz/MBb28bqlRVODSzKeTMF16Fsy6u6j3P7a3Hk+eni8KWQBodCtrBMmxi7B0tCE9JZU67u59AIBsMsBptSKwAPROonHnBL66AgxWL+7ls8SeHS1NB+gxGzAk6Gza4ZIuQkqhJb3Zic2CN0eWKmv9fenRY8XtBdFllmjxVhGu30UP3G4BQ1RGEMwx2qX3+lcNQq0qOnmquG10c35bIwB4lRsVVorhcKi47Sh0ENbZsZw7Oablhc51H4W7ws8meLL/ljoDRibLC+XIVAYHpzKoXyPNNQ5qTPCwaeiM8paG22RCKM3Nlxybl7hQmFS4+By0oXHATdwSzpYtiEychN7ihL17O6KX6Nbs/pM/K24bqxuQWZxB+8N/QflphcjFwtDZXYiNnYZr0yqETw+idmsNZp74Dm5+4BEcER0/YWzH8DNfx5e+9CXZ88lBtbDN5XK4MjCAP/tSL3qqXXAwCSyWiC8uDaWxBGD3jZw/Zr9Mzq25rgPw9yPmIykybr0Zj2xrxZOXaad+h8eOeDYDm8GI/MwZxe+19W6SvGawkBUvr5H/yTo2Dx3fpaGQWmOwks8FGQa7msn+mbkQAE6rlUO11YyoQLu2yviIlTCZSGJHC5nsbwyHVH9WjLWb9YhNv71sXcLhfGKelvyLgmqg1dXCHFgylnLLyKlY66W1Gq2gBDkicPw/10+uJxgmV7pllVAg6LHtbUi4SLEr18F4gC80gM5XthuvVmektNvRMKd9NzjMGPJL/WfOah0iiyRbholy2+FoDhqDvNVTcGWGNCaIjT2XTotwjtz7eivtejO7W5ESMIdlk4IELgFLmaN1J5ILpKdaLhKAzunF4ps/hNZCC/iqXe8rbpscDUhHZ2Do3AMs9MPa1ofE2DkwoSXo7FLXRQGP/dMY/uwrD8B/4gncev2N+ONHJ5HJZGA0qpvbqoXtqVOn0LNmLWGnN9qwyghcQhwLQQZeux5Ds2kMzc4onmPh8H8CADRmOnpp9/cjV9cLd4FlPenHva1WPD2ekGi18WwGhU8nxzjSC53TDWuPW/F7Y1o954cAINOFmUI2GZAQp4gx4I/INnlUgptP1WGZBNTVnxGcn4/CzV90vdOI6SiZDJVWbHV+9jNgUtykPJV2wM4HqI5dSMBWQ4ZCeEGdmfl2Qfib58JEWNe53rldfRk+wq4xu5GLcJZeHnFo+bGQZ1KAjE+yHEJFIZWpKDhTwItTxK3R6bMAGfVuDo7HRFMUtkLMXk6jfo0JtV49jkwEsLtVmXugAJdOC5fVgsJoywBU6DyfTSGTTckGs1mN/LO3NHQjGqL1UGfXruK2RqMFy+Zx0K/DdSX6NzZ9+OPwv/oTAEDMVgdgHPlR2r3R29WGI0eOYO/evconEkC1sH355ZexZ/cubHfrACYOGOXT3xdnyGrtbDbiwhCnYewvkdZmdNQA8XlA1MX03lYrToTp1d9pNAE8W1JB2BZgqVNmMAKAS4shan9bHedb0imYFlkhm5mB+70DggBNNseiXGarWyYnEuA6TGhU9oaSQ69dD2wQ9mk6pnhsJcgxLOyCVJ6OjpUL6vw6YiBMtK6MQFsTa9pXgwInCABsqHVX/PnHj5Jc9rb6yp5nLV9gVFutx8iQ/CIs50JQQiEwbQQAT6vsMZnoLKd9Z6XBLVarfP32NaQQJp9MQGuxQmcrs6DVrAUW+qGz2MFEuWdZtfMDSEekLsUCXKtvQF8+iaU7PoCXX3555YXtW8eO4bc/8QkAQHy2H87WbUhp9VgIcsLw8mQKeoUA0kf31CHId9FlmQzYmPShJRdHkFwcgbvrxuJruWwCm3hrQLz+5lgWtt0fBgCkLvxCcj6jo4awvRulDD3j/gzG/Zyf98EeLuaYTconcxus1SAxZXmWoTb38iPgOr6yhqAydqi5Z76Ozv2cdy864keNgEI4l1k5Biwh70LeP4SEn3sqTJpOabP/GvhsCyQmAOBpIEEQg/na5RO/dC5EdoqPbRHrOir3abzeXxin5Vv6aDS052Fro5v/D7w2LJ0T5hoDUgtZ1KxVvq7D47R2W7ColJDmXYNpACaHtMDI7G6mWtsIEXO1QrOrFQgOU687Vu9C2k+T8ByYksZCLL52pOflOVE8D/8xciwLzwdaEfyvcXz18UH84f2c4rVx42b89KtPlvxdQqgWtsODg2ioUl4lHDZiVudzLAyu0lqbezPfukSkVYaGDsDe2IdclpiOJkc9CvFN8VqXyTHQrr0N+f4XZL9Hb3KiXBu7H13iXB/vbS89qBfTCXR6iOC+vCQ/gOr4/vJ5lusaXIAao/fYfOkgXCVwdBBvme/G96kqsFgJaAS+yBo7uadMPg+vgHW/y+EubieDZLAbZYKZZb8zS/ulUwLNJGkjCTzDF+iIfppnefr5c4BtG7mejjuuXeEyy5cT6+JLGM2tDIkNAMzHKs9W6Ha6yQ6bx2qnE/My6VIF+Apk6XV6ZEtkKxTgMpoVm8ECwOwLXwcA2HuVycst7hZFQftG3I1NMmLJtZHQBcRnL8FW34OMDPuEJUf/VqEmPLnnE1AquI4OHUPV2pswPjyocIQUqoQtwzDI5/PQ6/VIBSdhcFQhGRhF3NmK+zfV4KenpQKihTc/7+zhtCGjfxDGrs2IXT5a8rviF08gfvEEqm58SPLeJN9ZwWuRmubatbcBfEK30SFNPVliGHR5HRgKRDHul2rWzV4jjgsCJgXWLYMgCVsIk16HDXVEywmnuIFeELRiTMdo7a9VhTV39CIRIMloHucES03vbcs3UzW+ThQo3Oficbx3N7mfP359+XX31wrC7rVphkw6pYKQdwqChf5nZi9sUc6Uz2WT0Jsq50IVwiTIcy/4bZudDtXCtsPLxxBUGj02MzcXetebMbMkFZ0MAwjbcu1s4eZFXuYL9GYXGD4dburJ/wudvYTjFIC1SpTxkU8DWm6BOu+nx2rc0wlbcBj+Te+Hiy1P/J4TXZ8SHSxAStav2+cAwMLTezvSoSnotSySySQsMjJJDFXCdnR0FM2N8qWpNoMBv7G9EU9fnEW9x4B6jwFHjtNahtHPS3+NFva1u6G38OkcTsE5F4lmw0QSmHv6UdTd+zBMDnkCboDTaguwG0xAoQqJdweICS0AoMvrwLjfL3ldiHa3DYXHqPztBA4NCwffnE9NfPnKUhxXBPu3t7tVfIqguc2AHw0Quj91HiN1eGAvWVyEzTLfhTyefJWMJZsg1fFVRPCh6+Q7Ji8HhU7Ob4z5sb+z8vMa+KyB6aVsUdgqodZoxnwmBY/JjPt6GvDSiLo0xA9s4SySTE4mDGz1AQlyr/yv/ph6O3b+EKXdGuxVMNhJBpMGGkq7FQra0zNhbGrgZMo/HrHinn30Vxe4hfPgCKwOTS1gb1sN0nLXyWPR2ghEuMXymz+bUYyZt9RWYXBwEH19fYrnKkCVsO3v70dHWysysUXY6tYi6R+FwSLvu1pX7cK6O1148fIS7lmvzhw0QAd3142Yfvpvqdfnnn4Urb/xRwCIVntqOoKCH2pPO2cm2wUs/YgtSAyOJYaIwJcG6NVQWyJh36jTVdSdNRsX+bfs5SfFXCCLxwIkzWVtU2U0inevqwXWcbl+DlHC+MxTy2+7LIZb1E8qK2gpr1XIo/xVRiH/EwBCAGqs/G9k0nht9NpV3flHiNWl4TkA3pjIYsOOyu8xI7ACDAopWmIErrzCHQ8Aq28ueSwAvG9rZVSdaVEVTi4Wp7TbTGAamcA0vOtulb8+Jg+lmMZ3niWuoxGNBx1sEIbOG4CscupjTGuCPZ8GBHIgl44BOqmipu3kxvy81o4GADqTDW311ejv719ZYdtaRwtXJhWGPRUG6+2AVaPBB9c34OC0dBCaU0HAUYtMlGMGYnyritpfueFjXd2NxeP8CigqfkhmWLzAC873rZdSnSUWBL6UJmnfMwCYGCXCqdnLaabtbnmzxqCTX9ocGnlbTFdCI1eCfymHN5c4d0NshhacJm+FNBYaLRru/11uW08L8AxbaQKaehht1VRpZqON+D71glzaVGgMyVCouJ8UWDZ6hYW8HCYzxA3U6m0rbscy5F5+6r2N+I/XiKaWrSej0GhdmZJoNdDoOA9+hy6PA/OcYO9uNuHISOVpd4UODnsaa/HmDDfP1reacWZYnaIw89K/FrfNLdIKmFs66ijttrWmdPTBqNNR2m2w0A5IZ1Wc84ETYwicGEPdvfuo11nkoYEWF0KcJSdXin3qdAKnTidUdRvVJIO43megLNCCbJLDt54nqazt+6XO4c6ONvT3l+bWLUDVDL5w/gLu27sFttq18DN5wNUKW4QuOojOnMUWDZCCC9VGEz7c14iooG2F0VGLTIwI45+c4R7ex7dy6R/RqeNwbtkHAAgceJY6d/W29xe3T4miq921Zpxf5MyT3mpprayluhOWdKjk79MZNDh8hlv92veV9iEBgFNAes2qYGl6+jJNI2k1VTap8/EcknGBgGxbfn6pWNC2iZK4x+Plo9dvJ95YpAMYIwNE45wV1OofQBT371RRK/02QijkY6Ya1CS4cZBNBCRtYiqFiREIUplsm3JoTHLzN5ZU38ljIcigTKdwCrOxJGZjSdTb5a214EUS69Hq5CXlQZ7/otomDXKEUwysCk0Hnn8rDECLT98CpAw2mLNxMIFRrmRYAGOYzlbIp0hsRcnotY0fArquQ8Zej3Xb9uKbP1CXkaBK2F4euIzWD78HlyJx1NosRcd6OjQDhGZg7Szf2lej1cPkrC/r00yMnIO5VT5dfzAaQ0+djS8RluL8oh+9JazwGY0Nu9qBI6NhSqstoK3NgENjxLF+Y2dpso/QCF0iaK0pXxd75TItPOqaKxOcpnojxoX5juuUj60UbC6JFrPwet6e7IVfdSQvceMxCUDfLBiA21b2e7Y3cxp/JJNB9TKU8N2rOKEsDgyVwiU/Nx8aXaZimmcpFIJ3Jp0esyVSGH373ovgxdIsgQenlYNcnR4XTs1KYy/Jk2H86GQYrhvKW0diQVsKBZ8tl1sPMMkgYK9HS1MThofVMdSVFbYsy2IxEMWIrQNy62c2tIDFk0/CXN+F2IXDAA4Dt34W6egMl7gsYDpa0pgBhim2l45G8/jHA1wGwcdFckrHpwXJ9fHqqbPh5ISUrnBztcB/tKCckrGr3YWJ0dJR901NDspvV+hxL9Rqhcj6ZxD2E5PDu12aTSGHuUki9A2WymZQz3ozDgxz1sK6ehuEOSGd1pUNbrGCdC42z0DHF7UwyRC02uVr2u9krBL4EoUlv/s6qvHY69yztrl1FWZFl4fZR8aYjc+KmZzLYntpvmtZFLL9kgn1C6fezlkIqekzgFlaeDDtz6LRR555oXcaoK4EWYkroQB373tKLvNmvfwcZBR+Y55lkdBboQdXqGSwuJEaeh0mL31Dnb17kJzlaBcbtRnMAtizzY7Xj8eQz8kvUEZvCzKZLHK5HHS60mp/WWE7Pz8Pq9MDq0GHt4ZjAGJ4eGsrYFrNabYlkGfSyDNpSTAtydAPpKPZiNdSDdhrlp5PY5CaD/5EBm1V9OtCQZuJzsBS3Um9P6MhA+KF80G4BXX50VDpgdgqIFxRky/jWLUDWYpXtHyel6ta0JrGqkWNoHx26JB0YSmFRDaH82EuoDgsMsPvXH1tCw7SUeLb05voXFVGwMbPJEmZSnqR5mDNRIXRb7fq737qGNF0PnID+Z3Votr1376VCBD/Hvr+eE2CXOtr6NsGuPkBAHt9wKk4d29uvc2N109U9rwBFHuldXjsePYCdx/MZq1qIZsamyn+r7rzvao+4zDrMBKMobquvOvtF+cLyo0XD7Vx97zrc5/G0L8Q7da7tQ2Z6TGgV/4cwWQWwWQYm+ul7iImKf87v/HyJD55c/nCdl/ffUgslve93trkQmgQCF96HZbtDwIAGurrMTExgfb29pKfLSts+/v7oU1IzelMfB62+h6EQgtIjw6D8XN6FROKYPKJ/4OaOz4i+UwBPz8nr1W+lmrANpwrarUA4Fq9R1A2S1+uy1xao9IL/TMped8qw7Cw2FXWmCeDqlK7hAiaa7BLoBxcuVwZm5fBoMHafcSmEPosl4NnB8j3b2sWkYqXuZ+/DIh9ddkI8SknL9PuJN/OcuUrbz+8FkFRh6DUm0lGYPbKtwxXiwI/bj6nbky8cjaMmzcQH33k9IGKv3OBL8dfmGGwZ1v5wo9nXgwCCKJxVYkyW5nOCgCwp7kOr0/O4fjZBIAEdm2SHtdX60HfPR7844+4jB7DWgey/XyDAJlpzcQDYMRZQ+Jj0lEYDWZsdelwIpzD+/b58ONXlrB/rbxroraVC5KVE7Zl7db+/n44rI0wV+AZt3StQnSQI4MwWH2cw0OUqLY4nUVc1BZ8a5MbrMD8dq3eU9zWWavQ6XSjU1jxwsNjNmEuxU28TFSqHc9kctBrtcU/OWzvtqHVayr+FUBptQJEJ06CZdLFPzW4MB/Blo3W4l+laPQYcMNOe/FvJdFo0oNl2eJfKjRF/b0LZRjaLMU/jQ6w1ephq9XjyUOl87mXgzqzDXVmG3RGdQuLRSbDotlhB1u9RuZoebx6KoJXT0UQDMhr+sfm6Gj+zy7N4meXZnF5TtnBYnI3w+Ruxro/+kvJewvP/1Nxu39cfm6xcxewSaPMXxC5IGUvM8tQYuq8HdB5SX27tfduxXOKYeFTyppa21VlJJTVbI8ePwOXk6zA7XVGHJiaxXUeLTLReVib1mLp5bcAcAPL3i5f2WQwe1AP4FtvjVOvx0M5oJkTtABXJIG+93BvClpkFJBl89hUW4XT81LteC4VR7m6qlPTYdRX6TG7xFB5iEJsqxHUdJc5HwAw4conVbPbjOZ9ROs5cLGyLIBNdeQabaIOAOf8pf3RlUKrNyIdkW/MmQrQgtjkqazj6DsZS6efovY9vbcVt7sEJYAnZ8pnpFSKvnUk0FZl4yyOqUgCdebyJrscChSJP305gC/cL12ozU01SE0JvP51nC3fAa5AQw0W08r5rNODmaJ2+w+H9PjyXYqHFvGNN8dlX7drtIiKXvvCg634xx+Nw1FnAOq8CJ6hr8Uu0yXD4lulmAaZiS3CaK/GFqcWEznALOiUIu5zuHZVN37xzNNlf09ZYXvi2Bnc/QVO+O3sKl0SaHAYkF6KwtIF+DZxbU1yZYoCTDYtroyksVXkVvEnkwCMaNRmoJNpAbKptgojYakwDhiImSTPF8+hvkqPybnSkyS+cJm+Vmf53FlTTSsyYYGrwMxdxYV55QG71u3F2us44ZkTJWA/MVBZp9PBcBAWgRUyNUv/xqb6a+cqyIbmkA0JfLZO8txstashXLqEZCMZP51+FDkv6JS88f1QC0ZAumMQMKrF8nmkzxOyotQEISzRWWkLIyjw2eqs17axe8o/VtzuAaBr4dIXeu/04o3xygsnfnRIwNV7ltbsTIKOzAU4bv0Moi9+nX5t8wak54ZhqlNwnIpg5PPPTy8uoslZ3lqbny6tvtTc/tsl398jIEMCAN3CJeRqegAAf/LhVfj7V8aK74XPJ+DqteKlwQXcv6a83/bFgAO3qe82BK3OiAybx/bVq/F//+Zy2ePLCttEdAFWgQ8VALq8dswD8ABIzipH/eOsFuBz3AAgksvgwS2cwPrnaZJ20dBgwMGhAPZ1SfXS6bwRBb1a2HtMA6DTxQnWQFpKnOFPplDQN10m6armserh6ZD+fKFWK0Yp2jU52Bv7UJiuFwSvN7vVsThp9SY8tI4I+Ddmrk5jjS4w6F/gBnv7WhNFSv5QTwWj7G1El5bWYXbsJf7rY2/8arTrcel4t1TrTvgv/Lz4ut5+9TSMl6NSc7lS6H2cQmD3lVJPCIwW7r4fvRDHng3SHKUbu7w4MESUhMxl7hmOXgasm7k5+ze/mMWX7yJj23vTbSiF9g4jx2XMV/g76vsQnSXtbNwK5PyMDOuds3k7AJoc9bGT40XeaAAw2mmh/ht76pDMMkgscoX2TIDMRbvdjki0vPZfUthGo1HYTEZoNBp0O+3oD4uVdw6uvmaEz3HaScMDH5W8nzLYKMarJJPFI3fWU+V1AHBwKIC71tLJ3kuJDJb4zgm91dLBmc7nONcDgLgMkcRCLIMFGUpHIfY0kkGm1DZDCJOrESYXMZeD557nXq+R5+fU6PTY30KufSBCJshat7oJx7I5XF/POehToUkgLIhYr0B7Fq2eaCXRqePUe3LEPu+CxuadxLwXEuccnvDjjnZ5XpFK4OW5N0aiYfiKQberX2wct34GyZPSpPz0madg2ngf2U9UTtU5NZmFxaNDqdmn0WjR9vE/RmT8uOz7LMsW09/kELt0BLh0BO79n5G8Z1tNXDE/vTyF+9c0IV+/QXLcf56iXWFJVxuMOWJhtjlchFRIBG1sAclMHE63B4uLi6iurpY9DigTIBsYGEBHMyf8gle4yGWdnVulqy1W6GtJRr2rj+SsHYq78PIEWdlsOqNs3twjd9Jmud2sxWuji7K153ajrti+Q26IhVIpZPkSQX9SniIuzwI2kw42k3ywb+GtH2Hx+I+Lf2qgN3tQvf2DqN7+Qfp6G+VrpVPBSbTm/MW/q0UuFUV85nTx71ogE5kv/uUyCeoPbJ78/RqCzWaKf9HJM8W/3ewQbutowG0dDfjKh1eoyZsIa6ptWFNtQ5W1fOqgGhSCn//wE3lfqBxOzPixcU2JSiER0kwOaSaH3W3KdKzr15mxfp0Zz45JixZigkKh/b3SczzRTwLg8cETsuc3GIGa7ep8288P0Qrfm+PKFKfCbJ2qPQ9S79U1t+Dy5dKuhJKa7dTUFBp7Nim20TbmM/D13YnZ2W/A3LoK5lblQZdaGoAeAOMh6RFWvQG/dXMTft5PRzMXQwwOhEK4cY1bcp7RcBgdLuUHmS3B5FNATzUxfYYC8jmNjH8BEf8rxX3n5tKkHLFcBtrmreSFvLoa98DAi8Vto5vWgGw16iPGBax2kfSU/7o8icZ68ogvL6xczytZ5Ol7r9WRwWkUkfJEc8QKca26nnpvceFHV30pDlEXjNDwQHE7MUEvctYmcs+MjcRiyaeTV9VNQw0yQTLZfS3k/t3W6sV4ovI0v8gUz5XrM4AZImM7FUzDtEFdBkMh3qK2gnB9FbHO5hnlIFn9rerdJsIGmHKYe/1R2dfft9OHn52SKjFVDj3emJ7DhlryrFVxR/N9CDm6SHlLIjb0FjZ3d2FysnTpc0lhG4lEYLPZcWdNGkzCg6bYMGYdXUhkGaDMYndpJI1LI9N4ZC8dndYHRwFHE6x6biI6dAZ8cH0TfnBBml504HIIvS20073Z6aB8t2LEs0yxPboQeQUrqMtbPgji3HSjrOamV2Dtz+ZzCAt6hbrLfoMUtlpRi+SrTLAfGcnAKOhYrNSW/Z2G4HG6C8dt+3+ruB1L0/eEubY1CCsC3/q7sXTuKQBANrIyRPEXZ/kUpEYDLk0tLzPC0b2r5Ps7Nltx7BRxf71vV2U+fjWC1sZ3xGBTIdn3723ixmxapgs2AEzE5d2cc0sMqhy0qDsqI2htIs4SVoEQyVjNRZGeGg7i7kbuM3a7HdGo/PcXUNZnm5fpHOk0GRFMp1Br0CITW4DvuvsRn7qAUAuvocTJ6vad16bxhZuINhsdfAvAW8B2Wg3/4PomPDNE58j6F3M4uMj9gLt3uSXXYdNoi4tNSOb6jTodWvl2NaNB+UBCNVLIKrgd5DBnawH48dypIs5l1RtL+qzUIMSQ63PoTTB6SXVcskSnYbX4QA9dtqgV9U3LZ64+CPPrjlVVtFIQSK5808xFXtNdTKRh1l89Q5mJLy81bX8AuZA6Qpo7r6+sSeVNWx3AVgeODihrvJn4IsxVbYrvf/56TrgpCVnXpluQ8A8BZim5j90ttUzOyKRGCsuPASBrdheF4zMD09jdxglejU4+m8dms12dsI1EImirrkbk/AFYOzfC2bQNs2Gpn0WIx3/A3RBPF+fb3brGgsMzc9gskNmZmWlknvo7uO/7veJrLJvH3Z1cieV3T9Jart4APH8iBAD45E3S6CeTCqKeH3tDMm5oh9GAvloySBi+0261oPNB8OIrgELBgxx+cYKrjCng4T3l80tNGh3gI66WHFgYfSS4lZq/KPexkrBWl25yebUw2qoAgfvLIOgvpgELCOIBiyfV+bl/leDZKKL29BMqSE322i5CqRVQ1WtuoTXKhlpOWLw4uID3rFFHA7q+hps76293YTZW/jc38kxcX7y5BmfD8oGlu1UQoHcYc/jU1tKMZhqDvPCL+uXv3fFpP6rttAK5rcOOmTBx2VQZLUiobDMf561bq9WO2dnSxDZlNdvq6gaAJT7VLC+ohMnVJlcrTK5WhKLybZG3WBIADMXeSwWEnvo7ON73P6jX/NkM7unjot/ffYVeyTavteIkz/SzRaY+Ohv3o5APMK6XjwpahQ9HJmUMALRGE4yN8pkFcoguMVTQ4bP3VdpknPdRmYnAXo4I1eqNRcrHxUy2SK4OACMjlaWtLQfOVbuL22INIMQQTe/NcVqzcJpp7WNFwk2iikWdk0xaezdN0uPZ9R5q3yqwHLIKJu1KQsNrmIELz8O7/o6rPt/qbbyWvc2KRZk2Nmqg1XJm203N9VhIlxewCT6w5QCAFil/9M7VNhwdiOMzu8pnZqSCE1yGl1FegVl46XsAAEOVVAY8eUQ5PTLDSF2B25rcCKSUfeM/PjddpERdYtgiH6/eUQ+AFPpctRuB89nagBgkg1eM/zhNpHp+LgX/HC/IBJFM8QTMLEUx/I0/BgB0/NZfUO8dHFlCe7sBozJUiABwctYvSXAWopVZxKxOmXTFrNUDFu5hsUnlrABv3330C9GQ4rEAR0D97ReJO+QLd7aVPF4Ox8eiOC6okblr3dWnXu3fToIjTY7lVSG9Xai96VPF7XyGXsCXBOl94Rg9eYzvYD90JEcWG52N9gXm4uX7ZZVDXwMXe+i7347TU5UT2QDqinaEsI29AYATD1pz6djH6vwiVqtYRVPB0tphQdDKYSamkIWUY3FuKIk1bfQi2yIqwrixln5/NFw+d/Y/j8zhI51r4A0bEYmUPr6ksF2cHifCFsAYTyw9Foqhrs6GfDYOg0x1VwFtd3owMJPGFl5RWHr1CdnjcmkGg//0Faz67b+SvNfebsCkjNP/hnp3SeLufC6L2gTnh0oYOxSPAwCNRR3p9L8dGlN1XAF2tw6PHia+sM9c11bR5wHAH8jh8TeIVmoTZYZ8fOPVFyOwgg6juWySyiFWy/vwLoCZKLmPixGiUU4GJnH76qvvR5YTRHnjmRxaXJyw8LWauKD1MmAsBHLdbcjn1T3rZv8ZAFDodyvF6nz5ajg2l+U4YhUw+u9/DgDQO+Sr1M4x8r7kxYEUfF1SutFmJx2XuMGdAaBMS/rDwwv44G7uGVrruCyhieksCoay3e5AMFB60SwpbP1Tk7BlFlG352FEFAIxOYMZOXD+kaFXy68E2SAnuQ0e6Uo4+E9fgffTf0a9tuDPwSTieb2h3l3cXjxG/ISOVdsl5zQ6aqkE5YzBLTlGA8C39YHifvBc6TrnuaO05mBsUccd+40jY8XtVJIeqndskV5XOaxqMOHNBaIB72m4Bp0KBJU0/f4gkCZmmtNEWypXn7r/zsNElh57HQ0kKZ7VkOmzymXDjEIA52qwGBdoxCX65ZXCQ7uIoLfoyTPL5PMwqkxts4Y4X3UnoCrgG7jwAgCgGQAa5RuC5zLcPNKbHMgm5MvSp35Uuo9e9W4+vz0gdXWk/fILUDyTQ3WZymKTQMkYHErDVKJlUrp6LZ58ZQBhQZsnOZT22cbjsFmtGI7FAGcXfsK3uf74zfXwZ5LwKDx7bZUJ+SXuYj++Wd6ULwhdIaxNXqR+zt/cng9R761pMVEruxiZ6Sn4p7nAmm+fPB+nxuorsXZxWEglgO5byhwlgBbITJEHY+yurGEjwJUUPnOErIp19SUfiyy6fQ7Mpck0oHhZAUxBORq8EmizWSHsKpcK08Q1bhuZ8EaFFijXEsY6OuNCZyE+XMZFUx0+N0qEZnfVtXe5mGtJkDSxOAhDDSecOlwuLMaX11zy3h7iEojJEPCrQZ63eKr0Wsh5bTUGE9gsGfvpKa6UdXHqCnTOEmXv/KKkNytnNiTHzyM5fl7yOhNNQO+wwuDzKnJLhyeULV6rkV5cqtgkqkyAwMuDyORbsNXJt0Ax1q4FEgGcWaR9w0az9ep8tvFEErbmXqQy0ouv4km9cwCeG5yFS2TeaqtosRYePQr7xl0IHniJe0GjgabgYxNZL+7dd+B2BPF8SJrntrfOCZYvXNAoMKP7D/4EnhveI/seAFz006tor09eI3z1ih+A+iov2yqLGm7xktBogfl5siLrVXZFLQWjRodNVQL/tihnl82vPGtVJTg7RCLWWp0G50fHyL5IofALOlukx+hIt7mLCPu/HB7G5+5dRmuDa4RoRjDIGzbDkyRB53xWfephKax2uYv/k8vMy84UtHU2p4LynkNymKMX1JcoNmKSnNUbmTwFk7u0b1hOyBbPE8+AiWc4YSuDqiq9rLBlWaB/NI0tq8kYqTdbkE3SYyi5NEzt17oNmObH3BV/BNsV4kR6gxHJVOnnWFLYZhkGBoMByGTx8xOcgIrPqpuY229XV62SzzDQGrTIZ6WRwtvdQTzuVz4Pq1Atpvd6Eb14CADg21madb5/Non+WU4jfmC9chbBaH/lvktx9458hRWtYkGr0wEpBUb65UIDQCNoa5MRuQbevn6zv/oQ+mkBIL7CzwqgfY0sy6LZJpwfla/0gSwtbKwqjar42beK2xoZoqcCTDVtyGXl07/EMLs5C0NJ2DLx0hr64Ky8sAuMZuBpK790LIe3+aY+boHRyDGVi1Dy1hpspROYWY2OIphx93GrRnhQWTA1feh3AABTP6B9MVqDdFpb6/rwad4LcXBS6g9bPPLDktfn2nATmGKXB57IvASeuDAlyzwmhtBHK3QhlIKwExCTZStJ6ZWF3qBB/wQZXN2+yjuslsOEiMkoI+jD1O6+tvSD7yQcGiIZEWwXLdDkqhVXGoYVcLssJQpjJUWx4FXSFCAxWVkeuKmmrewxYwX5qfeiU+EYJsofpDBnGL0Fm2osGJyVci5rZO6dmqpR1mBFp8uKSZ4udV+fA9F06SAkW8asLbuO5VkWg0ucvy/8ZgD6Tge+f2gOv7NPvqWH16eD10dUda1WuqIwFg/qHv5TzD3658XXNFot0ovyATYtuHw/QMr3CgBsJg29u/TCoPG2gylDljI3z+CHgjK+muryA3Hbe4ir49Llys3BKh/9HbOzy4sqHxojrpG+BjuiGaIFrHKW7zR6tWDStA8+HSBZGCZPI5JBUgywvYnOnxwYL93LbiVQaGJYgNYo8GnPnYffRfymw4IFdHgqDaddvUBaLixeUmW5lCHjaHWVAyMy8Q01GA6RRWK5i0Kh9Y69tkeVsHVtIPGObFzZBTerc/OVmPICSsM/H3tfH0KH5AlnXBv2IxNbgNYtzYm31nKiLblIz6cJfwYSfSqfg05vBgPufjmbt5ZsGmC0eIF4AJ+6qRlj4QhcTBwpvtcby7KKWq6isGVZVrlxOoCzgSD6fFza0bo6bqUYHpOPKOYAODv3IDL8OvV63cN/ipl/+1/Ua5aOBkTOc/l71jopc1ZiiWsbbK2SpxV09u0DAEQuvCH7/oVFdTmNcT+DUYVophK+fDe9Nn/r2FhFn9/a6gAE4+a5k6GKPq8EJTZ6oFSyy9uHWkGzy5k5+p4nRK2TMgsCN1acPjaXohdT4YKz8np/5agyEyVEwwqUgxKBokqxkL76Xr8nZklQ7vqG8jne7u23qjqvuUXQ2z2uvICYtz2A9NmfKb5fc9c9iu/t6HBgR4cDT70hlUXVVVJxp9WbSpaj39RSj5tagPN8ia82HQWM8qPJoNcinU7DbJav41cUtvF4HBaLGX7e6dtQp8cigMyBMaBdWt80tJRAT5cZc8Esbl4jb4o7O/cglyBRvEwuh6pP/hkAwP8duqjBvnY7YlPHYW/aBjkUhK4SnOtvKPk+AEwE0qoS4cUtxrOp8r64bHweH1vP+df0Fnoy/fPr6lKEHtlLfMjzcXpAvHTh6hPhAXCZJjzGQ/R3NLnUkZy/C4LeBpK9wAiyZwLJDCVsrwbVgu4SWSwvEPbjo0SgukR8sV116pZg23pppZgYlsZNxe28iuhxtExgo5Sg/eBaJ0bS0u+w1RuQkXldbCWb6mnyJ20uDejk58Cm6mqkWAa+S88AG+8EADjtHD9CxcI2EonAbpOmvejW1mHpSATocyCaK+2wrrFYkWbz0PPVZ0/wzF73irIqHHojHJ/6Ksb4ajIhYlPH4ZQRuKmZAehs3ArDZKR+U0PNamo/V+ZBB6M5OJxk0ClZQDs30/ckkqxssLNaEz63r624/6Pz6ghAhDg+EYHbee1N29koua+tbiuqbeQ7nWKCojKR2F9ljF9OC7YXsXYTmUxbmkiAaluLc0X4DMRYU7Uymu+TL5JB7aiuPL0QAKzN64r/MwGFvnQF/gy7cgWnEK8PcOb76wjj/ZvkMxVq3qMsZAFAl5FPu1q73YqJSWlQv9ZkAZMhikbOVoVSM6ph7FVuw3crWI38kVaLBZFIRJFAXPGOR6NRaKzcQLqtvQFfe2UUvpt8CByj/aoLCaINmQwatNaUj/r99b8N4n98Wlq71/apr2L+pX+lL9DqQSKgrMXaWjdQpjeblw72ULqyTIJsloWviQv9+UtQ1u10MFdln+oAfKiXpCddiYSWdZ4lgbvD5dTh2Ag98FpV8pheDQwiukl3B7EssiJe1LjM4nitYW+ke2qJeTqWokRxCC3Tb75SqNJyxUIFxJnlp+Y9+TSxJHUlEvOVEM2Re2HZdD+wdEXx2AxPsqTWO/zypRB3XQqXVeDacK7aTfVrK6DIkcykZD2/be3yskhXhnpAjOkf/xXMHVK3ZeTNx6HR6RAZOgSgDxY9WzLXVlHYJhIJiTocD3A3vu1WN06MxtG+Sd0kfnN6XvLaX//bIL74SbqMlgVQc8tnue+fkjrFM6HS5ndKkJyu1NZQ2FpnIlDenPc1GRBRYBASYuHF/6D2a+94uOxnxGjT0ZbCSpD0ddWZcErQidhqoFdlu/HaNYBUg3A6gy3NZBxtb6WnqkEUN5iOEJ/khUnaP5kSmYr+JBHq9Y6V6XZwNdAkaT+isBSaYdLQK/CnVoL/eG2u/EFlMLZIRt4GlVXGGZ9UeZKDOMddDixYGDe8B0jIm5f5ps38gfLzstvpwZfv8uCJS1Kr8ZZuurxdb7QDRjuSKjuNJAPjsAsqWIUwm0xIJJT9v4rC1mazIZNJo9Va3s90cY5Tx038RC7WaQuKqQ48HwIArN5BzPC/+2dOY/3T3+2hzhfMJIGadTAtyEc/WTYPvbsWTEgqxAFgwE+07y118twBJo0O7xV03PzOcflWIS11BqCuMoGUDcYw9Z9capuxlp5A9fd8SdU58rkM9DFu4hidzWh3EFPyuMrW0uUwG8lAKNIDMVqja/T+8gXUrxra2BDZ0QA6g3D+rJzrxygwZd+aWx4JeaCfc/0EAJgEXZdbOtQ9d/da0qQxUyKXthTZvxAehw6vDC3gpi5lgqlg9XqUcqrURYYAp9TtuGejNN0rl45xwlaAghXsNXHCa+nY91VcOXDrVhe++UyW45JRgKKwdTgcSAiCMp/ayODvXgVqriNayHg4CotBfgAlmRz6A0Gs9dLCZuCYNHXrb54ewZfvlZLFpGvWQR9TTgvSu8svuyfnltDpKW3rp1gGH95K0pEeOyKf3HxnB52ylIlUlgRtbulE8MxTxf0qQUO9SlDjpB/bUoVZE2rgseuRyJBJkv5VaIPwNkGoQR8aDuM3NhBXUDJ49X3l5GAXBnOyACzL68ybvsCZuWkA2rrKS8ttNYTnoFQURMM7E+JMFkaFSk8hPI7yxwSr15d8P7Eo3+n79u0uJDL0+E1HpRZAJFPaloycOAvzPVwsaImnnZx97jSaPrCP+/5kCg6HsqwpKWyDPMVYZPwoDKI8xQKmIyQwMr7AXWyDg7gf+kVMOMxJEgXVdpMB8zdPj+APZARuzEboTYwybgSLj3wmxUiFztoqt+x1KyGYSuHeTUQbPj0rz9EbELSkXi5iIrJwcftkNTg3SAem5kWpU2ojy5Wi30+e69kJ2nSaGqMHrTjt8JN3lidav9aYzdPWypifPOfVvWacf5X43lhxELTn2tzT6NQZal/P8zcYAMC1vHuWHSS/IwtAo+QgLQG1ZDVLgo4nNSosYoet/LVoHJxCZXHUIhiXKmraYgtzeW28p56+Dkt4jNsok27HJv1UnsfCC8dg9pXOzlm2sLXZbEinONMgOXYehvX78OW73PjG8Ri2tCurykaDBicnouhp4H7kyVF5AhRNiwtsKgeNgDj6Xw+OAUCRykyIGpMV4IMuweHXJO+f9ocUr6l4bZFJEqpR0f7ba7bg5nZu9X9lVNkXlpmfhN7jBgAYquup9mypsdIpagVYq2mfVyZ29f2pGhr1GF0kfsG+pncGj+3z/WTBvbGbtnxqtbRgCw8dovZXGcnd3bh1H/Xe90/SProDp4m75QCAdV1ksqyp/uVUwGXjNIFJnlkJzzyN+PzyLJ0mvqQ1nwfWN3P3eTAYxjoFHoICpuKVubWqrdxzuALlDBaXzgg46pFRaDp5bJLz/d7WJq+gMGDx3p4mXA4SH/FGWx5y3o40y0IrCOtVG01gUvK+V7ugFbp91VbgxXOY+vFB6H/vBsSSSTidynEsRWGr0Wh4Sjd5Y6HNxUnwQDKIyTkuWmovtVJpNbJdF9mU1Dz97ktEg/3YfjoVJJeNwckzwUcmTsp+VYEdrBQlXWjoQHHb3Fk+J/fmdnVpLEIYXHUwbCCfywbV5dfGWQ0gYMmaVuiAcbXY1EBWd/GjOaOg0b+L8gidfqm4bayhNVJzrVJR6vKxva4Gz/L9+7o7TDhdgbC1tlydX16toDXzbWY2eh2YTilnV+zvKl9E8cz5BdS4paLLwdNfsvkMoKUtl402eaHNsjmUYgBh83kYm5qBQT8cW6RFVgXk8izSeS1MJmWrR3WyXejUi6i67gE80pvDFRn5G1nMIbKYQ9sq7uFNBmXSe2SEX+NeshKIE4+1eg0ePziHj+yTF3ROmfYbQpSiZCyeo3UbwJTPEc0HR3G1tTkGT2VM+HLwJ9KwG699ju26GlrzWxS11dYvk1v11wG1ookeX+h/W743sUB8kvbWHcs6h2n9CtTS8cG5ciPApSP3SQ1FjhpB+/qVkOzrC5kMamT6ka33cFp5JiYNpovddr6C1cRnOWgNyq6QK/4INmoBnUGDXFYdAVBJYaskq1oD5wDXdbjiD8NSosunXqdBg8+AGT+3krHJPHTrOX9oPkKvbt1N3IpwYVgq+B4/OIffv03qz80brCU721/XQAvpcsIyrjXCrmKhTy2OQMNTTLpX7QEEyRSBC8+XPwEAi69N1XHl0FBHHuHCEgP929Aa5sQw7Rqaeo3WbvJXaFNZ2yoyQ9uXF9xZSRwdpzV3q6iNtbmBHgiZ0NsTIEwMyFtrAGBbKyXHV4Oqm0m8JVZBT7J1Jn6OxuZ5DZALrJmcytSVFp7qLprJwGUpr8v1NZZ3bS3xNIhGBfamBYXAViSbgtcg9bPmmQwysUVK2I5HIyU5RLzbiUVydE4+C4opo9yVvBtGgwGLqRRq934Ssy/9CxYPfh+enXeXPOHCYk5C4NLgM2BS4J/p2s3d4Ct8OpgQ6zvNOHGO9pdsWGPGSzxZyU0NUp/IucXyEeDI2OGyxwjh0NGTTY1We2Q+DFTvKu6vz4yq+q4ZjRUQ5IT6FMr9KoU4XtjspLVVuYDitUbTrW6KetAi4qHMp2lBzoqIr3NUMQI9uKeu0MemXqGzRd5cTzSn9bde+0IPOViq6a4FifkLxW29deU4Eq7fx2uw+xySIGopvH+joN+GyriB0OoRP08lsCyL3W0uxBTa+WTigu/WygvkaX8Wj/pncHevNL0zosARHB8/B0vjGuq18ajUFaIzOWQLpOhjuPnkancgCsBQhkGt5J2x2+1IxOOAgNV+4effg2vXHhgCwwB4LVV0TQuLOThayBfHUjms22nFhQM0+UT37W4J5+dSlClWfsiV2WX0RBDJXbxGI2VjF8PkqSyyK848KGi15XBcQ7MRbWPlc3nF+K8zxLfrFjFONbpXJvdVM3uOCuSlF+lGe9lKulW8CwqOdddR+3ZButRKMtwKWey2N7up7YsL6nyp63uWt7AXqgLrbHaJi0nxMxrOzK+xGDCfkA+cW3KcWqN0n0LhXPG/uB8fAJwLcr+72SkV0KHL0sD6j/vnsLGJVkJYURvzqq33Y+G1xwEATIrLwklk8lQdQSadhtlS+l6WFLbN9bWIxWNAFVB3y+cw++zXSp6sgB09nK8jJEqZ6bvJgXOClJoP9xJN4+AMnSIWT+bhq9LBvyS/uuRYFjk2B5PKtBQlDAgIiZtUVBll/aIgl8q+2ze21AEgbo2cjA9JDcSpbGP+5Z2nHKozxBUQs9WhxUWGyolr3GLnVwHtXuLPM4jKPzOijIOVgq2OaGRsOqzIPlUOq3uXJ2ATcwPF//bum1R9JpIvCC4NzCU8XBa9DkvJJJpLTMHFRGkN/WfDC2jzSn9bUMQ2WMCxBSmZkwYsZS/F1t+DUi1VbY2coE4mEnBYS2e4lBS2TqeT02x5VO95CDM/+TeE3jiAmrs/iHXVnI/jaL/85LutvQEvjNJFCX03OZAQsWYtnfwp1gO4UL9Pcg5fVWlhmi6j6leCJ04RQfrINilHphy0WuHDVRfBzyf90AiCB8tVd0w6He7rIWbfwTFa8M4Fr42bQCsKjul89AzRbifX1L6NTpxPZ66yb9AKor2KPLttNfSUWldLa4Ynp8h+uELyoUqgFbmQtNaVIYf8yA1koX9lSP1iEDxDYhDGWnkOazEGljgLdgAxbGss75+3qCAwLydoj04oseDJS/iLWmmw+seXJvFAD6kqHUsSy9rcSha6LE+irxEoeol4rGSOLVBG2DocDsz4A/jXN8fwmevbZI85OLaAzhYjzgZ4J7aJ/nG3tTfgyX46//GOHvncuPWzB3HQfr3k9ZoyUasUI/ABynR8yGXCsDUQqjFh9wYlnPOTAancLIfGsQv0otO3Wl2Fjs2wPAamUhido/2Xd2/wIfYO4Hf92A5R48Us7VrS2ejimaqN91P7wnXpmChQkZ2hzdn0ND3uLE3u4vb5J5bQ/lm1T3ZlIZwP71tN53vH+iuLLShht4sstLu36mUbNsrBKKxUM6nPy+6f4eZ/P5Ko85Qvb39tMFTcvr5L3let4eMm1chCru1lms9eevLEIhprpHPIa5DOP2/f7dyGKFvqzBQ9DsOCYJdWX3oes7k8NEwGPq9ygA1QIWwTiThgAx49Po6PrDXBumY14hcuIT5xHrYqeRu6zm7GXIysRO9bzQnXn4qi1P5zv4Cv7y7qtVsMXHrLU0lpPmKf113cltOl4+kc4mmB1iGj/88yWsAgWG1lmllKsAxXRSKQw9Ej5AHeqE4pwDPn6GHlsFybNK/UNM3eFDl5gdq3t23Cu1geLoBOYTp1mBb61d6VeaZiv2e9joz9SnTv5XZxGOCrQ40qq9K+fYjcB6eMvxUAciniZtTo5JWscr38DDot5uJJeN20kNSapELz3PfncQ7z6PswyWtntAYgL5/hwLVfN6DNawFYIjuuWrN1Op0ci43CAmcV+KoK+bWhCO84t0t9J/euacTTl2kOTP+5X8ie+yN9RFJeiEhzAey8AIwpuBF661yYS3GDsVphLDz+LK0Z1baWX5Hjl8foF/aW/Qg+fFcNJmLEDG1a5ly7wcMCAvJ1OFRSMlUIe+8qhC8cLO7X3fDxa/I9v8qwCXI6/TDQUfj4tSsIOREiQqBBZo6pRTSeL/5v8KkjWrI3CLgJYgtQ5tYj+I/DxI1YqiliUWCXEKRjgRRaGw0YlQmc+2x8ylmagdcqFdK5hPSZ/OJfpNwmGVGGS0bQVDY5fAGWWnkFMxGPw1um0q6sZuufW0LOkYfJpMOMxgorAEuHfJ6dy6aDS0AwzSQ4LU1vJhL/3jWNCGVo/8v8C8eL200P0alleSaFHqsGlxLyvj67Cq0za+BWC4NM/7ICUpdjGL9M9rd9prwJVXXbXQhTKWXqqswS8yJO0IaNqj4nOc8I+e5o3UasrSH3eXTu2hCiAMDGNjrZ2ysgMveKsiduaKLvSU4lA9TbgU1uUu3DZKJYOPDvxX3varpg5q7VdI5rpRzJlcC1YX9x2+QR55cvr4xbJ8hRvbW7Bk+eVkfFaPBWvqCfF6SalUvcmZ9n8OS8Hx/cU5oXZCyg7LPtaJD/kujsWQCA3uqWCFuxoJVbBzxmI+bjUkWvp9qFQCqFlJ9k8MTjcTivVrNlxqZkXcy2Fo6MeVujB8enlVu0xGcvAQBc7aTixcE/AXFyisGiw/zTz6H23jsk5+mxyq+KJxf9MPOFFZQLQQZZgw1gymfM1tzgwusXiDnzIRX8MC+nWtAqWIP6A+rqzYyuOhjjwoG/MiZmWAUH7y8DqfFj1L7GQJc3aupoku/XxmhLyCQo2hCn+NVspxfIRQctIOvWvzPb/KQ1ZBq69j4MhCZKHK0eqaWx4rbGVr46qwBdGR+lHJaWMd7m1ZQVFwlj5BUlJUG7xmGBjJzE85PS3mdy5DziTrn5DHeyTHgWMEv9kzNLQTStaZe8LkRZzTYej2F9s7HYVsa78U4sHf4Rddy2Rg9eFvhjg6kMPGb6JoRHj8HRuYd6zd6+BbFRacXM/NPPwfk70nLE4ODB4rZXJvUkEC//wAf9lXUq/ezuGkDggwu98aaqz2mNy/OD3dJDTBFJRSyjzAJfDgcHyYL44GonsJH2lYt9tu9iZbFwhWjCaQEfwT/MzOLTNylXZJXDcFCQLWRbfkF5gcv4iYEwPrhOnbAdWFAbdiNYOMdd4wIAR6c8j0Ah+SqXiUEnw87ldJb2Ea9xyF+/s2MHIGLFkxO0BpH1FbgkrQrtdroQWgL0djOYSAKJRPzqfLbNzc3wj0vbYHi23A0mGUJWoHvfsbYGhyeI6RpMZdAosDYtVW1gwtyKrXGSKLC9fQsAmtnJd+M2BHhfrrvnZsn3GxzViM6e539Bg+T9NXUWSv13y5BDvPl65YJr7sVvwtxUKutOHskV4oLNZSsf3GoQOPscnFsJyYa9iyZfTr2DTP93CsRBpZkYEXpOkx6HrpDxZTCsXAn16yeE4zaKbRuW10RyUdD6Z3GWQXObOr9t3OwWnkXVZwJj5YPQ9Sb++01VnpQTqAAAkVNJREFUyMTkzzvPd4rR6+Tv5+46PhtAZrw6O6TKG5vJQSOyjsSCdrXDArHdXiXjG9H4J9Hc/IDsdRVQUtiuXr0aQwP9xRhQvdUGZJU1wx1NXhyb4ijNOj1O2RJXo4vLX80KWlp4N3Mre7RfShReoKQz2OSFXAdPDD4SlBeePT6SjqHU9JFZykLjqKwbg7l1FZiYoMWHXl26QfXoAardjdFVOZsYIG0R9HbywjQ5yQSPpDNYX0+G0UTo6ltp/7LABIlfL3z0VVi6SW6lq42elMu3McrDIvLTPjMk31ixUrw1tTw/vmetQOFRue6aSlUwCHDnDnfZYwaCQXRWWTAfkL/rt7dzClc+L/WjM4kQdz1Oep6tur8KV35EB8jvWkPn3rp1GqBEo1iWL9ho+tAXMPyJT2Lt2rWKxwIqynVTTJ7yX7B8AzhrTQ+yyMPKR2WzfFbAjiYvJiJEILvadiA8RvvpAMCg0UF8axw9jYhekh9YYh5QMTo8DgwulE58VpPi4llnAaOSxUeIXa1uan+gX10AInDkZ/QL+x6p+LvloKJr9NuCY7N0QGdbG61hGEXX2R+mAxlzAdrsa6kmi+J19XTwZlcNLegT19HDW1zpFR2Slm/+MmBR6NZ6tXC2CS2UygaERstpb751dyGfV8et0NVKNL6JufLarFpBWwoFQSuHXFK+ZDkQkVqaYiIit0B71mjJOLLWcguwuNNDOBqFzyffYKGAstn0DY1NiIWDuGfL6pLHuXU6+HlJHxMFqlxtOyQUZ1oAFneb5DyOHnnegkx0CVqZJOUCjk0G4LaWHrSxbAYb69wAgDdV6iZX4mRJUEtd8sIlP+pbKm+k6N11D5AmJpTRQzvc08nllebaXFoEw+SZzOdFptOyzvouKsGe/fToqbatDMdFSqAYHAyZcXsrsQDZCkoT1zUQa+VcMIINPnXusjqnofhfXJ6vhNU3lM/0yReaYWrk3STijBgxIuN0w1gjzw99dyfw+Gk6ALnzY/SinQpPEU24TCfexvf+Dvr9YXhV3K+ywranpwfzU2PAltXI+YegtVXBYOOCOPOJODwKDFXP9i/gzrXlI6DJ4Ai8u+9F4PDTxddca0jyqmy1VxkfYo21fNR59w3Emf36T8t3/ASA+ru+WNwOqmyLs6HVitQK+Gx10MAq6C5RrtNwJdBvuo/af3aYWBHReB4YpdNkbl9Xud/61w1iI6nL7ab2qzbQY/DCwsrl3q5UhXqrysaOYkxHOf/0mlorQkkVRUEANu0iAjaqIJTnD3y3uO3aJCVCUvLVFhDsf7m4rbOQxc1aI58bu+MTUq04HVWeVzW3/zaQiSLHZzTZu/YC2QQmxkaxZs0axc8VUFbY9m7ZjqnzRwHcJvt+NJOBw8g9NK+IS/XZ/gU8uJbOm2ISi9BbpblU3t33SkzquMkFmLhopCYqdSNY+PzUKKOc86hJCswQvfyKuuE2EvGcmFLXpsSzns4Hnkuqy3Iw1bRR+5lZabtlNXB00GXNl+fVBSuuFpvabLK5hwWcOE0H8fbs+GUVBlcO9w10yqGthkygXDaBIFt5/67lgTb5YwIukeZWI8ZHltdKRyistm+yYj6sjjsjJvjdZeQdhQ9s45WtbcrcBb4L3JwvN3pjGeUVJjL5luJ7SoL2nt5avDEm4l0WCFpWywXVNXwl2TFzL5R48MbHRrG+b4PCuwRlhe3atWtx8Lmni/7OpH8E9obeIsUawAlcm4mskqurHJjme/+cC3FCaI3gm5jEIowigZtn0nBvkxfoAGDifX1pGf+vQ6+uAZ81yd3chEVZM1vbWXku5mI6XrIFjxKCB66+aaQcpoJpdHaR5zG3+Pbz1hbw/DfooOebW+lF6Tdvpk24Vhdtbqc7aCum0UHMx9AoncUSv0RPOms3PQEs7TupfVt9D7WfCq9MIGo5CI8dKW672naVOLIyJJeZt037adUtMnd3CjTFTmAxo7wov8fnBxJ+VZwNSoJ2fZUXGYXCZJNXOZ3unl56zN3Zzi0KBT+sxd1KnfWYmeR+B1g9fJo8TI56ZMHiwGwU0xNj2PP+95b9HWWF7Zo1azA+Kd+y220yIZbluzBoDMV2EnIw2KqRjZP1i8mU4Nu0VQNx+bXO1LYDTCHtS4AmtzqBCxSEbnnyl2gqhwuzJKVntVtdh4HuhuUlz/vf+Elx27X1ZjDJM8V9R8PyuQru3kw77n1m2t+VuAZNB98FjQ3RM9S+NkXGa9APaGU6CqhFk4ucKyfqvYW8+oV2raXyqOrOhsorzN7jK58VkefJv9swK+GaADhBqwSDWz7Dh5WRT+/papDw1wrxz6/PYFUrd3//3zMj+PitUraw6dEVciPU1NQgEI7i5/3zuNvLrUNsjgG0pf09DosWURExuMFWjVyGrgTRaHXyjOi2akBGCFigAeq5nFClW1RjIe4CNikfSb25hdy0n1yWX0yEWAzk8G+Hxor7n76urexnACDNrEyOKiMyLVcy0+tn50nGwNDjovQ7Gz15N/3eO6ND7zsBw0Ghlh7D9iriMtGPvEEdu5LJIW2dZO6FEzk0LbPBwwNiF19KXdDYV4YkWw631pIRm1H4mthlQq7vWC/fhLWrvrRSpShoZV57T5fUZ2sW1AAooUCP+m+vjSMRyWNmdhYtLeVTP8sKW41GA6vVhnSSVvj1+SzS0MBq0CPBt7Zgc7TQdFik5keBF8DeSFRzjQK/wcWFUHF7S73U9M+W0KQBIDp0kNq31Mi3L9+/igy6IxPqchG/f4ZENG9dWzrlo4BtdXQ1WhDLdyMcF/hol2LqghQrgXFRjfomUZuid0rK2XJgEnFUXBGloQmtHABo9qq3pioFK1hOa130NF2ILN8ttLdJoJmpTOkClsdp4UwJAs8KUf3Fg+eK2yaPvALX6rIV/w/6pZLaYK8q/s8mpL5ho4MWqm69/PcIBe2jb9EZC29+9TKc97UimsmiSlBinmOy0Ot10Cr0RxNCFZHq+r4+bDYnEPF0wT4vNeGtIj7WagMRnnmF2Zf0j8LiI6lNbK60wBgIhAAAGxU4IwusS0mFvlr5dALxScGDXSfv0+mtI9rJ4bFQyWsqIJZZ3uC39hCO3dCRE0CY+LhcW5d1SgDA7d306p6+9AJ9wDop98S1Qn6SHvyMqLtrrWgELh36HrW/pvdGat9sJItu3EaPBUM1/bvF7Y9yIt9+xkovkm9nClzsHO1ftq3fXNwODLwEz+pbl31urYAe0KYlv/nGpnrVyWCFfHqAI/2LaFSJCrp3WAkEX5dn+6OvYflKhM4tr2mmwEKcQFrguLLx69ubM3SK5ZtfvQwxjs4vYvFkHGnHPNaqcCEAKoVt74aNGBgawu4uTjNk2Rw0MMAQm0Xazg3wCJMuSUit0WjBilbHpH8UBqtbcqw2rezPzfA3RJwMX4CahnOeNTeDzXGrukanbBIZKgm98qi1WVFrIz7R8wvq0srE8L/0FLXf9NGNyzqPHJKCZP6fx7uWFdx7F+WRF2TJxM6cpt7TWVdOK+710ovGch1XiTkiVBzN6mMEOt7CVGPUCL+jFEoJ2ja3FXPxOOpsUpeWvZFja2Nk7kJK5govhYJodSpLrrlvD0DDB/8zUe6crGABi/gnsW1dj+xnxVAlbHt61uEn//I32H377SWPYw1WaPj6/bs7Oa3i1BIxdzVlEoTF2FbPmffHZ6XBsowGsk+31VFZ11RO6JYXNhERq5HDpu63WAwrUx2U8Q+JXlm5TqxCRM4ep/aNJtH9/Njyyot/HfHqIVopqL1VIECbd8Ixem0q1La1rFxn4NiM1FJVgyozpx+yFXij1Qhaa3vp8dXmVi5myLvkrdWRKOcOarDTwvlSiLa6xuK0i2LmUnk3S7czjJ4eKe+CHFQJ2zVr1mDczw0shueFzKW54IAxwqXLpB2ccGUNVmgENcqbq3w4tUT8oFp95cbatvpq9Aekvhh9OeGtwoEYYSvX6uxuLcIyJX/l8MIIHXzarnBcOQxrvFTcKqJ7+1K74qL+cS02WivYu5NO93n22mS3XRPoROMpnKbv62D/teOwFeP1aVIOqtNqEE2tEJlRqnT5qxJcgq7WLj2QU6E/Gx204ExAXthW7SWk5DmZtuIAUG/mBOVEXP59JUE7EY1AI1KmnrrCyazuGiK4L/tD8AmsDaGg1ZgMMF3P/ZY2Xpl77mnOYh0cGsTHH/mo7HeLoUrYtre3Y9YfQqPFDqXwkVtvLGYHZGNLMAmczZurfMjn6MwCs6cFqaA63s4cWHQLWuKIsZCMFzltFc+houiABVvkelCLj1xXWVv0Am5orQZa7ynuuxjabEr0qzO35GAVTISJ//gryfuu3SraS6wQbHfTvrP9u2mtbPbZr1P7c4dFpM4it5B2JxlXhprViGXJuHJV0yXlgTStmSz4aUHT4qK7oZq16vySKwVbDzHV3WIfrUDYVorgpZeofXsr8QeXKnkXQytoS6NWf/XryD0tpaP6bn4f/x+IXj4ifxC/+NmDQ0C9tGjg/GLBReeAnNd0QkZwf+/4NKrdtLV52R+i9oU8ybp1DWAn5av/um924tRXx9Hd3S1//SKoGl06nQ5avR4Mw4DNZcGkItAZrIgOcyanvX2z5DPBwVfhWUU4Z8UpXwAncHMi/2wunUCcNzfMLdsknzHwTz2roJAmeF+PVacsNCnBr5X3nUXTGWxuJILh8mV1FVoGSX7w8koimfi1yX3Vmo2IniKDe+Mt9CA+Lv7Au1g2vL33UNtLJ35U4ujlY+ncU9S+ZpmLhrt9N7Uvl5cqh/EEyVQy6ZTdZo5VJNiZXlRWJqr3fZg7JixlAQSApaSyhTGbVE5f+95xumjl4EVO9uzoJu6FZpMeAZnzb9phxd42zq3544tTcLYZkc/nkc1mYZKhcJWD6qeyavUanHn5MbQ1cknMQm7V4Fu/gOW2z0MLDfKCNZATuPuo81hrupFYIBy5rJPXDJPS1UMTXwRrk2+TYGABpoQHIKEykpkXBO1K9UjasZmYHBdH1KXMZG3V6BK4iabDy2tpYu9dhcglQd7munuXdR5V39VM6whs9pdXffZOR/xZutT6+zla//vKB66NXx0A2h3k3MsLwXLI1/WVP0gGOpVVZS+NkzF/U5u0IECMgqBVQilBe3LWj06vNGh2ZEQqW069FEHdRtr/22yixeGG3TacfDKNrk8Q6ywukCt76/Q43N5W8nqFUC1sd12/B0ee+gk6/+DzWDr4I1TtexDe3jsQOP8cdZwWGqrULTJ9Gs5GOrJpremWtJ0w1q1HZk7aLUATXwRkuGzZfLZsIaK5mvCCZsPlNVMLrw0nywjq3T32ku8rYXyWnHdkkl5lH6ygE8k6UfTZbrx2DQbFMIj4L8SE5lvr6Gf12jVlfl1ZpBf6qf01PrrD8/PBqxFrleHgS/Qz9QlIY8amA/jsngoEuUChyGfiiJhJ9VUlTjMmTlKi9LbSlWPff407tm91+QKI1Ob3C/YUhGkZLfvkrLyDMy6TlnnqJal7YYOL1k437JYKbaNWh3Q+h7YqE9bWWXDy2GFs3ao+R1O1sN2/fz/+8LFv4DdEr5vrVyG7OIvg4AG4eLdBNkEPysj0aVi8bdRraSMnsIQC01i3HslxKamEWZjjJ3PTqy1khUrl5B+K1qg+1caiMyAKdWa8TVTqt1w90LhZVFt94pz8gWXQajVB6GEzioQfEypRJn0N0NdHryKtbnoQa+rohPPqDXSAzd5N8xn0i/yug4vK9fdipbzZS4sWj8jVpNwO9NrAvVrgO8+n8KNLK0MmFD56lNq3t2xc1nkoisYKCiAKgrYUXgyQwOomhQQDnal0teLRAfLEetulQl0saCcOcAuYxi7SYEWCdp0pi0I06YFPNeLkWAx9ddL0sMOH38Rvf+FzJa9RCNXCduPGjRgNx4saaWL6ElxdNPNUePDVosBNTw/B1Egqtgo3rlDzXMDJ2SWqOszRRHyIjIxrobDuKXlCGUHpr9KqnYkJzHmHfICrQfThYYVzCSGkeAMA8zKLB9jRQ/DdQjiG0nNjyzqPHHQi+sleUZHID1bsm97FSDRE7de3Ls9kV4OlFwkpj7ECnhAxji4QDXF7tboUs+fOqtP4f3yBBD/NCq2C0iaisetS8hbb6TFl+hqtQobS3KxUDbp5vdQ6kKV0FcAs8EmfPncGO3aoS/sCKhC2Wq0Wa1avxtD4FAq6iJavyDFUE19McpGYYunpIVhX0S2hGaMDelFx9MnZJWxvkJJNGPiCCblIaKEYoVCcIAczT06eCo0pHuMSEIBkFUoS2VwG1/uI9D0fVxebNaZCqo4rB72DFoiZ8Dh9gM69It8DAM2fpiOr0dA7s0vvOwJ5erxkpq8doU8iRn+X0KR3du7CkqiPn1p880U6+2PPFnWUmPGcut86JLgnHpey4++pY5yQf2SvcnZPKMegw+3EaRmusHAJ4nI5QWtrkS5I0//1d6i962EAwD2dPlwMc99z02pp1erc9BRaW1pgqCB7qaKw5T0PfRiHDj6ND2zqLHlcfPRscZvNyvQFMjokBOAn5zgTaofManpwkuOZ3NcsdbBzQre0QDC72xCfOFPyGAAwC1bFUu6APmflmsPJSB6bOolJfXlavVlWCkZHHVqpV64tOUGrmA/AQGzAuWQMYK5NU8q3A+kQHf321tCVQSYfPV2uNSMFI9TgapZfyGBy0PPmiUPL41AWpmpq6uXL5gEgJegKYrWXD6QVBG0phHLyMzLIx0Fa6qRCzyjTOReQCtrxR/8PAMDAF0zEJs/Cs3qf4rW4THoceOso7r7rzrLXLURFwvaWW2/Fv//z/8WnvvD7SExwlSem+vVIzQ4iLxKqGpMFbJr40+KsFjYNEbApBQ4DPx/R9cmUyh6cnMXuJqkGbFQRGXWtIi6PbBlTAQBi06Syxlan3BKIckksE2sazehfItekrtJaHmI3jXMDnVMbPk7nYF5LvDYkTaB/5QqZWNd3uIH17ynuN9gcgMAqi+cyEoFmiNKe1XYf7RYRc58KiwFCyRzavOT4C6EQ1tjeTkYEGnkR6X04Sq61drUJ0yXM5XLIJVcmi6RQvFQOsXBlRcIXThLZ4KiTF0MGi7u4LadHB2fllzs7r22GUvT91coQ3VTPvEV1z41NEkWxx+vFNF9VVmvl3KAMy8Ko0+HM8WP4/Mf+Ufb7lVCRsG1ra4M/ySCTVV7T00ESZc8u+WFpI+/FWS3Erpp2D18ZEqYHlj/HokrG6vjW69zq+vm97dI3AdgNpbVOnckOnYlkE6jRA/0n6A4SVTveL3uczkxnKcSmyIODsxdq4RTkIwJA8MxTqj9bDrZ1dN1adOas6AhljeVdVIYuUen40tjr1L7JpdyssFKkI1lq21qtngYxKSCX98fJeZ6L+3GrAqXhbJwsejevd+HpQ+Ur0xim/GzTqWDPmivRGt0uY9bbnNw5xXkx1TN0MF7vJs9Lo9EpyoZcLofpifGy3XTFqDj7ecuGPlwYGMX2rdeDzWcBnRGezVw1SPjS85LjNQYT5UoYj3DRcDEnZpvbjrEQvYqOxZRTmp68TEyh96+R56CcS5EBIdebIQkdRa5sU5EMbqxpQmSURHstteqqR/p0dBDhMko3rBPCtWZfcTsTmUUuLdDuVrjrzCc20QuGwUKnmb31NrXf+VWA7W7agdPUvjJNHJXg9hHto1wgpxSSAv+vtgISImu1oMVMWp27at86IsBOjilrybYy7obL/tLpjRaj/Oe9Fuli8Zv7+bS1McI3YmmTr3c7PRNBh8+CWiugy8YwlQaeP3QCvRs2lszLl0PFwvae9z+I1147jO1bueoufS6DPB+s8vTcgdCVl5FP0DdVI6Nteo0WBERtM9rc8vmr54eIaSy38KV4/69ZIRI5G0tgFkCvrfTNSS+Ds1NvWp60+/AasticvIpU1PAoneYjzOZYacTyDHqqiea7mEhgIkZSyYYDtHWSEbWENypEoH+pMJLn5+y+GXpKn8ljKUMUhU/e2YifXyBuo5kSGtZKwLCKpD6lgjnAVy6zXBmxZYxtADBYSE4uU4KNT4h796vraAIA7sbSIkhbjAlIBbXeVFpAywnaNTL5s+ZmUjjl6rkdujz3XJ8bJj58bSoI8KmCp46+hd+4h+5BqAYVC9tbbrsdf/O3/xf44peQS0WgM5gRZdKyfcC0gr5k8wmp/8lrtEjK62wG8plYRjqYFw5HUbNbXsCl2Dy0JVab83EWG1XGtoxO4htOYUDVZ1yddLljaOhNVZ8TBwWvJsSVjtDdQe11tPsiNKLumq4FwlF6wr8xHKL2u+toH1tvtXTSdlvpIcukaB+uQdS6KCdqN5NUCLT8MhCfuUjt97bRgedXltnYEQA8e0l+8tL5Z2Bef5eqz9lNyxPoN2yuvNBHvaCVe09+ngvL9BMivhGxoNUYjEgMnCEv7H1Y9pyNDivAxJE12DA+v4jRiydwxz/8eclrl0PFwtbj8SCfzyMSicBlBJh0DDA6MBwOYZXLA2/3TUD3TZh95RsAgOipg3Bs3lf8fDCVhcdMbkgNnzm7JKH0BeptdszGpSvawuEo6u+X9y3q86UH6DOCNt37O1X2T1pm72iTe3k+ufw1zChwdtDtRuIzpxWOfBdXC/9FuroyPTZI7Rt6V64lfMN915c/SAGtvcvvf1YpblvL/+a1wI+Oyhc/mHnXntIsUBK0XT75IoieVu73zQSJ8K2yWOkiFoGgfWliCRk+UH9DG+dGSy6NwNC0GelUCtlUAnV1lVONLouxYt++G/H1p57FXXfeivUKi0/19R/E/Ivf4b7E7ERDZhEzRk5dD6ayEjrWOl4LFtcD1dvskKv+vnScHHm3TLKAn8lDX8Yf9ZNztBb4wIbyDF5MdHkUdaHjdLeE6r0fVP3ZhGCFd1bTPuJMdOV8qOETr0DoGTPW0APKu7N03fp/B7TWGKntNVW0VVInsOYCl5bHFauEDkGw6nDChP0t5PnEJ9R/13UbaaE0MKMuDXGGIWa7WadcrSlE3cKp4vZdVoCRjZ4At63jlKelRAJNZqnvW1zeL4aSoPWYLBCHxqoEFacZXsgW7uwT5ydR5ZAXi4cmF3Hk0Ans3HVdyWtRwrKE7Z133oH//Q//hrvuvBUTOQNamSQWAJzzc1rjRl95n42WL7sVPy4LWCRF/JM39BIT5adHpQ5OIZVal12qIR8fImtYnU/+J9e69XhtnKy016t0xWpVtlEXY/yxvy9ud376T5d1DgDQizpdmFzLo3xcDi7O01ZHLk9PiF2dtCB69eLbx+GgFldEBNJnp2i3RE5ELtPou3apYhtq6XkT2vXLd3kcmCJzotOjrtln1eknyE7zKsXj9qwvPcnYMoUTvetLa+ScoCXoqqGPD9RuVkwaPXMigepWA9ACxH7yd8jd9XkgkMDQ+eP47Y8/VPJ7lbAsYXvDnj1Y+MLvoM9hwBh/PzpMwEV+bBxf8GOTy4Ca/R8DQHMlVFmNWEqQm8ikY9CbaH+PUcP5jRgZp37jPm4CLwzJP4hcOkaldolx5hCZTB0bldlfzD4ySCI4qHicEAFRaotabpm5Vx+l9qtv+YzKT5bHkTk6D3hHXeWtp1cKD20X9QjT0cPPIjIco1Mnqf3kJE0UAwCsKF9bZ6dNJlMNnTEgJkWi6YDeXhgcNKPdyvRh5qDvWX6fuaUouadeuzofbnfoTHG7FMV6lYDIaLbEcfGFAVi8rbLv7d7KCf1YWqpZa3LctzM6Wju2lumY8tOTS/C4ONF7tp9o+sypnxS3tRpg7PJZ3HXbt0ueSwnLErYmkwm+qmqc/ve/hv2BP4DWYkaeSWOD14OzMh0VDL5OZP2EXcCg1eDkUgBb+N7vTDoGvVlap2zIKT82byunYQTGpUG0XDoG6MqnVo1e4G5qe5kVUu8lAiqfFjs65OE0GoEaoX/jRVWfA0Axy//XRbqc8sGe8jR1pfDERZIy9+C6ZtgbiPAJ45WrOve7kCIn6CxgalPW8paDk4sk/qBv3Ue9Jy+m5CEuR11S6JYgxioH0UyDpSQngOhbXDmxu7O8CR5fkA9Ib63jFqfD09JCopZC5oGMu6HObkJE0HXjkj8Ah5FYKM+ekXcN3repGjgDODbvQkyrxcDIPKxWK2wyvc/UYNnU9Hv23ognwhmI43drvR6cWwzgqJ8TZDs83I8y+DoB0UPMCjIHhHQDZpGrtSPK8d+OOKQ5rQWhK0a1UT1n4eiFFGqvVxdNzYXUtToXw7qa1qgSo88pHFkaT12hGfz3r1w7KmhFCeFirdGf/tUtxV0ptLjoRdwRHqX2F8dX1k8rRG8t/bCnIst/Htu8ZH7MVJDBNhYi39lsVZcrXhC0pdBsJdcTk5H1BUErxh2tPtnX9byDYDBMBGmOZSUdXV69HCpuW4xaDPEZIJ+8TxrcHrlwEruuX36Xk2UL24ceeC/+6A//CPaXgjhy3cNYlxyAu0MaEX1lLo2b+WKvXJ6VdHLVu1vAhOj2OM8Pz+D2TumP7YhewVuQ+iQDSTJa2g1SL0xTDREic5flteWZgGjEtckeRsHeswuJRUGEuUpdoW30rddhkiE5Xg6CTrqSrj+4MpwLajA0TrtyqkUlf10uN7WfmDlDn6BefVXdSiEVpi2FQIK2agbP0paLQWRG7+rA24b9ouaHoczyn61dULCzq64GTEZdcvfxs0S4HkcCOzeWH7cjTwndPf1o2iEvEOtk4itCxAUNIq2t0o59SoI2l4lDJyqayslovOOCheOezT6ckGl/c/E7x7Dpfz6ITC6PkQsn8E9/9b9KXnMpLFvY9vb2Ymh0BPEtXD6qrfN6xGbOwVjfh1YX90Cu8E0iXxmdw838wBEHUQBA526GDkBGwKL0/PAM7miVpnd9qIXTLB8flg/C6SxctDMPQCuTPOJsJr6cqEJtNQBkVLYEEUJNG3U5GHy0H7U/sHIk1a++SSZVZkn0e9et2NcsC6krr1L7iSQdnMoztDA31tD9zADA5KGrB5kEbRJmlmjharDLa0hvF3yCVjkA4BcU9lxtAtYrp4hK2NFKC+b7utUHTscmKs/vHfv3X6g6LqMV+lLlF4/kNCdkTdXyzpAdDuV5K26/JVbuChAL2gIMJg0Yvhjn0G/8Tzh4gzedSmFqZKAisnAxli1sNRoN7r73fhwYOYVH7ievZ2bPAT7OV+kw6RFLcw/u5dE5dPCmi1smtQMAfnpuFvf3EZ9kMM/fqMbN0E+foo799J624vYJxRLS0ukizWvVZRJotJUnek9Eac1Bfg0uj/436cGzcd/yukTI4dg87fvq7qSlb3aBFlTvojySV65Q+84dNygcefUQKi5ySoxamPTLK2RYOPJ9Vcc5d+4pe0w6yrnHIlcOy74fHeC4oq318nwEsVmuy4uwSUEyLxXKXl72BBLce49sbcEkX/E6Pk2OZ175FvW5x//rGdx/333QleixVg5X1U70C5//NO656Tp81FYFPQBbXQ/ic5fgZqII6Tnneb3TiNmI/EoZ5ys8rAKN8KfnZuFxSH9QapyrthHz4wIkKqlU/XJLB6dVvzSi3LF0d5c652fWv7w8W3cn8fVE33q9xJGlcfrZELW/5bdW0GkrgqGG1hqn42+fi+KdilYRuczCm29fUNGdpsfe+DKbiQJAQhiEqu5RPlCEtYJqx/y4/DE1a9TzfkT5KlGlJj+JQU7JMjV3Sd5bOvEkAMDcJHXfiQXtuio3ACCYKj+GP7SnBuwBFLVaV9t2nDjw//CLJ39Y9rOlcFXCtrmpCdaqRpz4+lew9TN/RZ3MHptGgUGK4X21mRznJtCLCA6uBEPo9riL+yde51aanR+Wugqm/5PrJbDqD6QdfeVSQYS4paMOV0bVtU83CbRipXYpsUt0C2Zn3XpV5/bedD+1b3bTQm0urt6F8cPXaK2+UnKMq0E8QF+n+KvnRW6Bmira4SlO0UtMSnvQXS30LpqSkxXRGurLZK0YxNHaa4ilJO0vrs0sUftanXrhahbFLrLJa9s/zWCpXOOLypTjC1EQtGL43+SErMEndQkViJMyAmHbYLcjJyJ632mLw+ol5dE6fvA+sEt6zgvjYzDrdejqLM3jXQ5XJWwB4Hd/70v44U+fxvrBg8CqfcjV9ADpEABgFYIYlKHsa7TbMR2jE+KvBEOS417g24fftkZ6Awb/9g+w6g/+VvK6MLXpoXVSP9XnbyZ+oO+dVEeirLercwLoqTbm6ld3McZXKMgVOScqdV7JRM5rAHM9nRpldNC+7JxFOpbEnButPvoc4dHldTC4VhAz2R0ZJfu7O9xXdW63Z/kmrhDxBZKFYi5xTsa/pPieEn4+QMhdNjZKixoyM2RO6mSyHQqCVgyLtxUGi7Q6rcEudbtVpWn3mWPuDBL1m9BYT8ThN/76Mm7oMGLHVz+KP3r0+/jiFz4r+72V4KqF7X333oMvf/nLyH7ghqKDfw4WVIFz1rdFr2ASrcizLCZCKbS4uaMa7XakRKQgsYS8NHjh8iJulnk9OniA2zDJ+3GOC/opbaiRaskf3Ugm81BcXf6ssZYIfnFqlBDN9pXhPmRLtPu4WsyL3Dt9VW3Ufmpp7Jp9968rknP0AmdLqSPfXg6219JKyIVJdVabGKdn1Ff2VQkY/GZKHCfEhEeQdaLQoDO5OFLyHKkRaUFLAXLFD/FsFnaj1BJwLpwHXNy8H//eX8C1m++ZKCg97v/8VwAAHTsdyOVyOHvkdfzgm/9c8vrU4KqFrcFgwG133Imv/HAW//KlaYwxNnjNRiyZa1GV4kr9bqnR4OVFzixvcpLUEbte3ixyNskQAHdzlI7B41ck70VVCCQj7xXIKliFHebypMVilKvXVsJyS3wBgE2LFiTxJayg1WsQafQWURWOyVH5PftVQ309PUW0op53GUGHjZVGbOQEtZ8ep3N6m977ZdXn0ptpX7O9QSAAx5VdDHXizqcq0PmZPytunw8qLzaFwgLj1AnZ98vNL71HWg151r+EertUI2ZnzyKfJcrF4rMkuBesIY04rXMcmf5HP8SN/cOjEezduxcWi/q8fcXrveozAPjC5z6D+x/6JICbsM4K/PXP5vGRu2upKP7+aiJwk7ksLAIqNA8fIbxnkw8/O0200fl5BrW1opLO2tLR+P43yMPtfK80mSbaT9rCuLuVE5Q1mspvTUKYF9ilviw2ExWzHy0/48DpIQLw7W1aDmRS9OR4c5QO6LT56EWm2kb7U31uekCLM6LlnkhC1K88J1p9zD46Xcxop78zNkULGqsCd8bbBeHvuZpMbK/17f0d7Z/8mKrjloKcYnT/ZvkUPK2MNiqEwcu5CvReKevWWZFbw5DmMoKSS0PU69Pf/zaMHm6smbzNxddvMXOWQYHl1Xvzfjz1te/hq3/1VyWvSS1W5In09PQA6QQWUkbUi+7V/NNPofXh3wUA3NXRgCAfoNDGF7lcWDstlG7pdeNnR8kEWNvAT0CZhIaiL1VBqrx+hrvZezbKm/RLJ38KAKjacr/s+wUYW0huXXL0XMljC9CJk8ZNblWfA4A9bWQgvoWQ6s+J4VhPT9dl8ke/YyD28/8qwitKto8J8oJfvBDA9auXn13SqdDCphwuDi4vRlB9I2GBK9eL79D/3953BsZRnWs/23tTr1azJUvuNu424AqYjuk9BULKTfJxk9ybwoUkpACBhJBQ0wi9hV7de8O9ybJsyepdq+19vx9nds85s7PSWpaNDfv80Yx2dndm9sxz3vOW5611SQr/xxD2DO3K0JZXI9Sf+D2xbtcKJkKrUyoBUV9Ex/a18HfR5zLnsjvi2+LMueJb/gtdrfXo6OrCtGmJGVDDwYhNf//v3nvww3uewKsv/gC3X5aLv/+bSHzcAuDEP/4UJ1ybUhMnXAAIDTQhE0CvmvpUr5iVwREuQPs1FSz/Ntreeop7bbG5FysdyYNY6/c4MX1JciWyGOlmTB66W2behXfFt9tWPDnk8TGEhaDhyWLMhfxE4Rd1P+jrSu43HgpWkfWjs/JWYFQcUUunfiVAX8mnJIVcfEZFsFNUVJF6llUCQi7e3+l3iGV0Un+cd/YMrz2Ij1k5pBKO21Q79ASZKtGykAu6zMftiZaWuLgo0N8Oj0juUs2U/x7qcmFsthHuwzvQuroBsx75GeyH1uDdgw7ceeedI5bhM2Jke/NNN+HBB/6AaPT7nN/QePf/wfXsr3D8qccAANU/eQTmaAjQGLnOnYU6A1qZVKF7l5Ay1F09iRHPnGU3oeujV7j/hYZI6o7RhH7sYnhqV0ofdJI+WNt0Xv3eN4STPwZ/P/8ADldkHAAumsVnKG49evqsv1jqXgwWUaQ6EDi9bdTPBIwW3vwqyOB9lnLFqfvuUkaSNk/DQVdgeF0fMswnn+GwumXoXPQcDV11JVMbsU5ZDADw9fIJvTkzb5Jsbd7UT4w4Nqlj4OgG7hh9OV1JHwgY0OUi90W74Z8Jn/fxB+9i1Zo1Sa/hZDFiZGs2m3H+hTPxk+e24P5lBsh1JYh4E9etvQc+hFXoyR5rG6wvIEnJhToD6kViNWX9woyk46ubcpbdhHAw0dJSGFIfHEpTBkJO6eDAulZaADGjIDVFfY1teFqy7hN8h1uNTbpzcCq4Yyb1QXlE5a7PfZJq/Hhk4Bb9/sd7+GVdn4d/YEbZ+ECnONBRakpMfZcF+dQvfw8fQBWnjzV5+XNo6hp+65mRwKgc3u+mG2Y1lxje0PB9RhrryZ/DMRVjMCTJn60eNXRBsm0m6e0VDUt/Rs7MRNH9jQdcKCtK9PWGmZ5p5umkis19mATjrIvuRkt34qQw+Ve/QNDdg1ZVCUZXVSEra+S6aYyoF/2eb9+NH/7498Cy5fjpdVb8+lGiuyZXKSBXKRB0Sd9A14nd0E4kJFFukP5B3G0HYSgQFfPnMEsLe2KLDbHlJQV1lnRnXhZPr6a5f/9vUemQxwOAQtQ/KSwihUHPyUX16i4bz5PFW7ulW4mkgkvnWbl97Qg92GkkhziibpKNnPXv1PKus542aiMm6zYgBb+bJ2ZFio05tzN2kSmJu7gkf+hsBnMZFZmRek4yKqUSPwk2HkhcyRnlCvgddPWYNeEK2I9vSDgOAEwaBeblW9FeC9hmXIJumRZWAK+/8Qru+uY9Q577yWBEyXb+/Plw9t6DNst4xMQQn3qkHncIk4Mn3gMo8cfs2fcesiZSkY6ubS8DAFQZVCvB10+iheI0FgBQC6LEk2bpsXdr4g+WSsdmt5JdIkr7J1/axxZCyHHNqNQsiLB6ZPJuF1VbuX2Hf+Q6vPaGeMuyL4XSxq86smdcz+3LlDy5BPtGrm1R7uW3c/vJKhtTQVPfYBLfybG1lV6PKslDZWbK5ruTWNhDTTnyzMTyXBZv7EosvZ9WaEG+lnfzZImEfwov/SG8gsiUN0jHu6F6enzb0XYMuw7V4fklS4Y4y5PDiJKtTCbD175+K37zvy/gxee+i6u/U4i3n2xFx1U/QN47jyccr8uvgred1mjHxChUBhrMCva1c4QLAD6LEMiJhKGSEIm5cKEZa1cnT3wyl88EADiOb0t6zJ661IocQia6fFL0NwxyJIVl9AJuv3fn60mOHBqTMnnrxtnOZEtkJer/ngoOdfCPt9hqs4jybvNsPPGwHQDOFvhFfuaKAn45Ku4xNiAStDcPFmIfBmxaurLTV/KSpSezOhJjsK7Tg8Gspc+XlExhDDHfJwBYtMlppSZ76GwLpz4PUkftERoT7DiWOM1MK+RdTErLqIRjpCRgAcBxgnQEeaVRi+WZ+/DK4X5cc801pyQ6I4URT8a744478I9/Xgrgu9z/DZXFGGg+AnVGITzdddALjQt1+VVwN+3hP0T0mw5sXgcAyFiU2Kv9rb3tWD4psXvBhQvNqGsbfPY2l8+Eq3VosecBRnIuJ3uQVjq2k9HHp8iachW3H2Vk6Lyh4VuXqu5abr+a6xwBNHjPrL9yXL5IeFvDk7HYUhKTuSKaSNZ9dWu5/WAvb/FkzriG26/r/mLTx3x2Pjg6s3hoN1aq8AepFVliHX65eM3Y1MQe2eerOHtod0GqRCuFZE9BXk4ihfnsJ6ASxT28BVNhFbZXN3Sioy+EMfkaTNd74Bc9Bus++QD/fuGFIc/1ZDHiZFtYWIhJEyvw4Bvr8PNr5+HEDVnodoZQAaBgEX3Yd/V7MF7gFIUu8UfIOm95XNUnhrBQ+ig7sRXRklnx/7+1V1op7GvT6ewWTiIMYGRmO/cQDeYAoH8gtfJZh4gohqtn0uHirZmR9LOOMvGuDbt/eEvLNChs45dy+/Yja0/bd/1H5L836odnZY8boi1UDHZGIKnfmdpzsKCMxhzcQennqzlKDBi2VQ0LMdEGhfTHLImYjM/OZy68vL8JC8bQ1d+Hx2mQeEpeBuDwoCuzBhvqHLhlWhH+9VEdLFYrKk5RdEYKp6XM5P7778f1t98NXDsPV1UV4Z0jLchd/B10rnwSA1s/g2UWGZAHAgaMV9MlQTjo4QJLumKSlOipTSzRretzojIjdT+okoluJvOyxsTOTwbBCDPoBnEMv76X5kS2NfN+1p9cWiw+PCnanPzQEyfJj+Si1hPkHyixklRib+QvP0wKPhLkELkVRqb/BkHYwEfC93SKk6RSc3UBgErUPHPRaBqUWteQ3K88MZeK/6xxpeZ/np5Lq/S8EqsRANgvVHsZkxBs7EkSOy66nNKErWnYAH0+v3J7fT8vNNXkprnF108hq+FmBbm+mCjYurf+iccee1TyO04Vp4VsJ06ciOryQjz09nr87IbLE16P5NYAArHVhY1AxkSM6iO+xnDQAxX4AgTDBOn2KXV90onZ5xfGfuwowhLBuK4IveychFcJSgrpIOhvTG25HWWI1wjAJU/t9j6xnk9O/96Fw0/90jCpTn7HEF34ThFW0WrCJJLZK7XxLhdx6laLW/r3O52w6fmHu1TkgbqwlF/GyhKkCUeSThNhYXQzfEmIKhUYaj/h/2FLvVHoZeU04X8gRVHycTlDuwjcwcGvxx2kRohFnZjeIEW014w2Y6A+UXB8dSMd+3W9TpQxbhW9Wtok2frqH2C1WjBjRmILnpHAaSug/s2Dv8aVN96BqkmTsbwyF4gEoLRlQWkjs3VlppmzJC0Vc+Gzk5lIriDWmqlgCpxtu+PHhBy9UJr5gFBfbzj+t6I0MdfOUb+WfkfZ7ITX2e61FdnSy6lZoiqu+pbUltuRYQrVvLqfqjdNKR65zgwhr53bl5lS1284HSg18Pd1QOTGabDzZCyzJN4Lhd7K7fsa+VVQ0C0uirHii4RMNAFbRzAIc/MEukLq3rk15fddVkaNG3mKBoLZSAlrjkT7qhj0ssGv71gvXdmOyUqcyJRCYQdLnjFcIxL8D/nIeNnip5NFYQbPCaMz9Whz+qBTqKCEDK8daUdXSxB3lezBtz7aiWefTr0q9GRx2si2pqYG1aNLcXTfTryFaVhemQulNRcheyeUfccRyijHys2kTG/ZfCsAQGstjhNuDPqCyfB10Dbo2izB6pPgO7VyiEW0EJHN06jQIZEyZfemlka1ZKI1peNYdHbSWV2hliGcYrXVnhZRXy6RpTE+mWmeApQiNfssJb8KOLMlEF8OKNT8hKAvSk1QPhV4g7wDrDR3+J0aoicYMi6ZnvxABtlM7m6HY5D+fU4ycjSm5NZ0fTdxh5mSqO3FtUU0iYUs08ckknLTy59i9He/xv2voS6AwlnkHo0ymHFE6LQ7v4isXv624wS6Wsh17Dt6ArlZGZgyhe+CPZI4rdJAj/zuQdx80y0Iy8dhh82OMUmOW3/AiQnziZUjk8nh7T8OnY2q+mdMXY6+XXywrMxKbnjZ+Qa8tJ4PFISFCL5Cmdzx/+F+4v8yGaR/7KvG8APlk0bpYgKzivmOk0jNce2nUXHdnOGLj+xs45e582wjp7E4TlSNN8HCWzAR0f1d2ZC87dC5CmcT3y1Am813m7Bk8Pmg0VNY+oshH0G9zJZX3o5vF954ZcrvMwSHzt7I1VHyCzkHd131ef1o6Em+MiwzmhHyJ2olOHxkBVuSkfhMN738Kbe/+4AXIT81Si4olM5wAIBvLMtHljyKZTdvxKsv/GPQcz9VnFayraqqQnFJKVrqP8cnvmmYfstc9B36FL6u49jusmDyJD32CK2S/7qhDd+dT3NWI2Ff3J0AAJmTie9Xyg+5cCohK3Gvs3AKaVNOdyQp4bKYo6TuhvYk04ZMvCRMsWLS3iKyMDOHv7R0qKklYCngzd6I8/SS4fjcwQOWYvIIh/jJSScib4ePJ66jocQA5pQ8PijiqeW1Ub0dvFuhpprPFujQ8eegOIVUu+EgykixkRJVhoiUydMMh8LWP2zk9svGp/aod67/F7efOXO55HGWYbTB6fMO7n4rMyYaHYP59Y8/9Ru4u/ln/smd/MpibBYdk2OMWriggCPoQ6vTg8snZiFLHsXKV/6EUbmZmDhxIk4nTrvo5aN/eAjLly1F/vXPcP+/qKwAnza0cY2rPJADlmIoBogrIRL2AaLob8xatQWd6FfxD/f8EsFXwyyPxQLYUji8ns7e85Ylaz1HUaZKzXqRKrhIBWyp5dQC3pqMtQoaDsIiLVexmpEyhdS3NE4OWpHlK7ZVo5Hhp9vNRGN8u/nFNzHcDm69O98e+qBThJSgFACMzSbkOErkv5ertGiSyAOfnkNiPnWP/0/Ca4acSsScXzI5sVpjiIRJ5kYowmfQNP7jd3hm/WE8//zzKV7J8HHaybaiogJV4ybAqt+Pv+3Q4motJcKLygqwZ98xuOwRGK2MdSmTw+/sgMZEzf+oXA1ZhL/5+r56eESDGQC8chV0Em2M7eGhTc0eIX/wlYNtuGnc0GpcHialzDjIqk8sgh6ZRGdgX3/qKVTzK6zcfn3fqRRt8gj5eMuxb+cH3H72nEQRkK86xNa5QskXE4ykDtqFhXyWjrMptYpFADBX0PdGA6lb79HIyblFUqlyK7CSjJBCk7TlLldJu/96JJ4TVz95puf++SEAgPuYD9pRvIHWe/BD2MYu5P6nVsjh+tdv0VgyHsVFLqLJfZpxRuTcf/PwI7j2qitx+f+cB+vEK2Hf9y4Gjq2DpeICjK5Uo74ugNJCNdYc78KCcmp9hbx2KBhxcZlMCZUhG0GmsaK+rx5QJ6ptyYQopj67Ep7uxDzdzhNDW3GOVununslQL9IblWo2J4ULF/DLJ18wRf8DAL2at54PdfP+rtmFpxBBE6Ht7T9x+7qxfPCnUFSHvl+knF+oHxl9iJFEQz9PDoEw/6COFYmgBD0n3+QwVQQ9fB6tXLSqgz551F8M0zDDAGEnXbZnL7w1pfcoUvAtWzQ0mNcl4aoJB4nRIFNIU5KYaFsO+OIdFWJ44C+8xKnV3x9XFrTXrYet+iIg4oUrEIRlz5twRaN48t9v4PkX/j3k+Y8EzgjZjh49BmMrq+A6sQ2YmVjSOnmiDqEwsQEMMgCWQvgGSO5p2NXJES5ABWlkQk5iUSvxT/laAe14XmMWAIx51BfTF0xMBI/Yh85CsG/6LL6dd8W3hjweAI702lM6TozZGsZV0NsNf+bwNQ7WNFI/bdcAb6VcP2l4kpDDRYeXD7bka0RPi+i3mZTHk0ufV0JSU5SPqbTxbiOxVN9wXTsjBXHrlvGZQ7u5UkFnA//bJuEsSSiM1vh2sCs1v74/dOo2e56BySqQeC4/3kuCv2JZh9V3/SDh2HpG2L68UoOri+mbZHIlIVoALkb+cX8wiFGFBaiulm4YO9I4Y42Kfv/oY7jiyqtw3aUXQxsKITTQDUfIjyVjcrCluRdKhSxOuADvT5QJTfaiAGSMbkA05I8Tbgzeve+RvwAyJyYSb7Nj8GV3KIVBxPUMk0hNkYJ+GA0lY/CveDq+ba4+j3utzVAlPjxlvLaHL6aYWc5bnsPPkfjqQixUU9/Hu2YUqcjPJUF/7Wpu37E1MZk/FagqqRBSoHbFIEfyqO+g15ZlkaaOwTKAYshP4j4AgH1Cg8gtR6SzILxMOW7hVPLsha67N/6/msX8qO1buwGZCxdAhgi6Az4U67Rwd9ViwOPBvzfX4+VXXh7yfEcKZ4xsS8vKMHFcDbavX4dZF14E9eFPETrwEZTjl8HtD8OgUeDSsgxEI6F44nck7E9YSgVFFT32zR8DAHRjxiZ8Z9BDjtWYEn2v+WWUtBvrpcseVUbppnQsDooEiDP1qeU+lpUPP0eSxZQc3jLa1jZykn7m8XxDTEeEf9hPpUvwuYK/buTbg182lb/fxeKMgREMMopzzk8Frou/E99O1Rnh09Ij/7N36GpEVkNWjKEmmYFBmuzEuox/nfFaZeQlGi9yM6Wzrk//DV8XmegyqolUYpZSCXdXLRx71uKwthoVZSdQWTmyyniD4Yy24Hzkscdw0ZKlmF8AWKsXYODIesnjevd+AGPZVACA2kAIL8IEx7SZZfD18sGBnhWb4tuZC2dxrzmGeABKl5AZsnFF8l5ImhLq/nAf3w1DuXTy8/oj1JKZUpqa8tKcQt5N4m0fvkC4WN4uwCyj82wqdPSnVrgxHASjvF9NnIon7h6Qn8NbQe7OQ/wH5p98Ko514kXcvjjj4qjdzu1v28GvdAJd/OvZKYq0jAQiSboTDAcXPv3H+PahgaF7fMVgnDg3pePCQnHNlWMGVy1zR0Lo9kobM02CfzhDmzhp93cQt4hFQtVLTLSNfV5sXkN9zXMPJVfskqv10C66C0/ccgPefvedQc99pHFGyTY/Px/Tp03FpkYfFlqPIux1waJU4cqxhWh1u9DkC2KUlkQqXQ274oQLAJF4zi1ZXoQDyUU4vLXkoTWPTizPtWhjFmWiOyFGuqnAIEhEzgKwtUu659LhNv4cdZrUXAkDW/i69oFa2lHUIHIjnCzYhpHdbaJIcznOKuj8/BI835CRcExohJrxnS6wfdsUMlmcpABgau7QK6fBkHMZzQ6xLRi675cUzBVz4tueziNJj+vpohPpmIrUVmXuJJkMDf1uFFukXQmH2gbJZohGcOSxP8d3rXPm4XMdr5tyY00BmoU529XuQ8Gl0xCCDKFoBBF7E/zmImxbtQLjampQUpIYPzqdOLPN5QH87pFHsPDCBZj7yM+4/+9sdmBasRkDx7dAYbAg7B6AQm1A0NcPFbOcUWp5v6I6Pz/+t38Ln2kYGSRBfVG1DasOJw7QaaU0g6ABQFmyPukMnL7UUrcGXPQ4VrT6uc0ncNec1H54fwcfcdWVzUly5Mnjg238/Zg5nr/XIy86d+5DLN05TDmMlJDBFGR4upMToxiv/pMvvK5aRP2a11cmzxD57OjJrbA0ZmrluiVSLwFCtFLY22lHu8SqqyCbUNTFOYym9JwyaEt5t+GCpRZcUEAmr549XYAMKLh0GjJn34oQUzgSDAbx12efwocff5ziVY0czjjZ5uTk4Jt334W/vLMBP7/na+jfKjiorRdiZ7MDCwXXTaC7DRBiP9u7SEoMawlYymZioIHvtGCbTZw6/hO8n03laEHQnLjcuXkajca/vFPcFppAayHiHtpZN6Nr69DO9Fwbf0sH3KkR8e4uGqVOXZ8JEC/AJmTysnyr3SOn/JXFtHEHElN+2r3SQY1zCeH9fLZAN/j7WV/Ck0WBIbFOf7hQ6Xhvqj6Dn97YarOh8Mvn60/6+w0lM+Pb79Qm97+yCDAym+okfteDnWSJn0xta2+nPeF/oyrUMEgElXPm8Ip4s4uzsKuDxnF2/+K/49vGimkAAG84CJtSjR0hCzY8+QhuuOkmFBWNnGh7qjjjZAsA//Vf/4Vp087DlsVLMXfypejf8yGWjy3AW7Vt2K2txhTfYQBA98bXkD3vhvj73qltwTWVlHD1OWOgzxkD+34+omqdf3HS787QaiV7a319Gg2iHR6QLhHMnX1LfDvVZO/Jo+jDuP1YamSUveQ2bn+gdvj6mheI/KKKIuaBngo8/IH0JDMSyNDzw6vUyucdB1xd/H4/PzEoNPzxYYnMjyO9vD8y28BPP0ZRT7Cj3Xwuq7/tzFXNzcjliTsgytmVnULr8nf6KXmc2Jd60YJSQ63cVEtrrPqhaWNTEwnUBpNINO5uIc+YuDHl5GIjdp1IfE40lgJ0fMpXobJZFQDQse7v8e3K798NAHCG/LAp1fikoQMFoQGs3rQNn//l2SHP/3TgCyFbhUKBl156EbffejumP/1n2CaTFC2vPwKbQQHr6PnwNhLCVWotmK4Fdgh+0f/UdXOECwDZsyghd299Lb4ddPdCZUjMY8zRk8BVFFKtJ4Fq89DFCMfdqQs3x8CqNB1pTr1MM385H/SxlKcWxEgF1y2gBLC79eTF09PgoWE6I+usJZidxxaVnJqP4ektNDshyyZe/qdu9ZbnnHwWSSodd2M5xJ1JBL7ZMZ8p0S59skhONN9KnpcZUu10mOyGmaYg7LuoWyB7BlmxdhuKYAHwSUMHEAnjgV/8CE8++RRUqqFb+JwOfCFkCwDjxo3DhQsW4tf/fBW3fu0bGKcmlmJbXxAoAvIX3432lXQG2l7nRp7gv2mJ1UzLjciN8LOgesYNQAftK6a1ktY4WgDOSOKAVPqIZRSCdNdeD7N0MyTR5hQLUnc4hraWfJ7UH47BEBJZQyPZqaFH1Hr+YC9vFeYYhi+Ucq5g1sW8Nb0gnx8jjqPruH2xKtip4PVDdCnfax9+VwxjFf2d5k9NraqxuTW1lZsjQMZ6q1PaF9vUQceQVCyzwERWXuJmkqPzErNANCUkKM0KPqncvF85RrTBjArA78fOtn5sW+9EZu/zmD5lEuaez6cznkl8YWQLAL/57a8xadp0lE2eh+3mQiwYa8WmYwN4+EPic/32pOlwtuyGqYikWXV0h+KEG0NMMzPCCHqE8yZAwRBuDDqmrCYo4f/y9tOEaZ01sTvnula67C0yJyeaS0dTX7CnkwbtupC8WmjjPuq62AhgajVNG5PuUyENJ6tTCqD1lTe4/bE/+c1JfNrJwazhLaYZuXzqm6f3GLfvbDvMf0B4+IQS/0yRTrFO1LMt38xH0jPH87+ju+hkPOanBnH6orZ4muiI1CU7lQrKZIZ8fvKPhAexqBkDYkdHagGxmJKWIonbo9M+NFGHwsDUJML454+2os1FXSFhuRqOQ58Kp0vPN9qxHzCRlYNMo4O3rh6ld9wPeygIu9+PLpcPm9Y4sHzMftz7+iZ8vntvStd3uvCFkq1Wq8Ujj/4R37/3J/jh754AAMytsOD1ZrIc+cydj6WGdshkSnxvfin+sqERB7d7cXA7WcJ/bTkVqvHLYpdCfuhWoxBcGHBgrCXRYo0pyCfLbJTJyYA1QDqFZctx3ldYlT+0lccKiVxYCDy+OjV/qW8Un3GQeoJaInb/nFdLYptwzgWwqSixjdEXBbHPNiAxQYYSVisj21r8VNB3RFSdJfJfKo2pax2I0d1HJya2a8JQmJljjW/L5Km5EyqZAqDzCq2Sx/hDQ6/UAoLGbHZWIu3UWMiobvLwFvI0sZ+7i1j7+vJJAICw3wVX/edxoo2hSyDrH10mx+03PoI//fFPMBi/WG2OL5RsAeCKixfjxZen4fW/vob2G64FAKg0MgSFH+Yzdz6uFY61WRToZehx43E7ADvXDkSrUMIX5slxIG4xhWEQBUxY10HQK52rWN9PiNWqVcLuk561AykoiokxoZIS9P661H3AR9ysv9ePQtPIRcSvruAJIKyi53i4d3i5nF9mNL3wXnw787wiuA9T8SJ91anpo9bupGMiEuDHV06K7cYB4EcXn7wGRirpy1lqOjaOQzqorNWQD3I6E5+PYjMhP32KIunBXlEAVa2Hq57oFxff/OP4/9tdbnhDEWzb48bW93+K8TNm46Jrrk/pO04nvnCyBYB/Pf04SsdMQvHOWSidVgS5QgZ3nQf76ryYuMzCRUlHT9aifg8fbfVHI5BDhogQgNjRQlJBiq2JA1IWS5SXiGwHLUN3uW3tIz4quZx25BQjGjx52UOLRMBgOPA1147I50hhTIaV2xenfqlFASB3F38uMsUXE5gYDJdMs3L7uQbe9RE+toHbr32EBmJCKeZXp4rtTKn16lXDD1Z+bza9z+oUSs5j2Fk3tNvC7GF1QaT90xOKyT3c3Sj9HAxG5FqlEsftNA6jghy9hxJzYhVq8h25s2+Jyzp2+r3whsLocgewbY8bo197CH8+dgx7jq8c9JrOFM4KstXr9XjqyT/jh/c+AIPpQdjK6PKmdq8PEPKXry0ly6VHjpBf63itH+Vj6bE6GX85+9vIj70fbiyt5KUGXZ0H49uGnEQxl5VNVP0o2yBNEsnIloWv6zi3nTHuokGOpmDHY32fK2nFzVBoqeUdJWK36NCKvSMHbyef+6k08Fa0xsZbYOJ+XsaQFwoVfx9m5fJVZdGomAD5J9sq0pI44TxzGRiaTH4yV5tF/uG+1DNUvjmXflawS1zgkNpyeVsnjUF8fiS5gXBpORkl3v7k+rnTc8hvubdPujQ4JFQuFhQkPktRwaXX7adkX2DUYpSBd/8ZKkjsRqE1IWgphoWZvHsiMnhD9LfPyVfixeP78Mhjj8FkOjukPc8KsgWA5Vdegqef/BfqVn+A8VdfBXWRQKJR4Hev1eOnN1CR8J9fW4rfvNkIABhwRvCPLc34+mw6+JaWFuCzRr5qJjJIQrhMRn40iyJRtQkAmvqHfgiiTDR1S7cTs7Olf2D/APXTnldQyGwD/9mTmrzdcFwWyRAUuQYCom60CuvQ1n4aBOpcnjx1ubzISSSQesBLjNxqukr7xpzUf5Pe3dTNkTX1mpTfV1RAqOHascmT/zvWk7zW3Pm3S75u1BPjqLlFOjLS7HCi0pLoty4w8itSXU45wsK9ixEti54ImVALZH6o9Nn4cHcfVK/8FNklhbjmNulz+yJw1pAtALz5+rMYXTkVo30XICMvE+6+MIL9QsDL7QQUZuSGiSXCEi4A9Pg8KNRRgqsU2m1sP8HPtGwDP5U5UVj70yNkts8wSt+aaaN4Et12XNpXFRKk5kzjL4XzwIeSx4hxyXgaDDjam7z3khgBxlyVz7ge6rY9zKsnJ4AuhpIJDioByOV8ND/Aug5OZ63qFwTXLprd0bCWL8IwZ41sMO54J00ZlClT82NKofn5v8a3rXOmDnIkRd8JSog106VXUS0v0lRM06Rk7VuBmkwb3j0s3Zu5pZl8z+WzE0lWJgO8QT4m4unhrfbjMhtiVOuKhBGJRmELuQCZHCp9Np7c2Ijpax/Df+88hJ1HjyY9xy8CZxXZWiwWPPvMY/jxfX/E0//4Mz7a0Q97H7n5L37WhVuX5sDZSBzimRMuxa3LiFpWTGS41evkCBcAioW+8Ud6HajK5JclrsNED9SYm9huus8VSkq4LG6eQmfZrW3SqTNZEy6Lb3v7G4f8TAA4v4D3tTW4h1cKW7mQX2YfXtGX5MhThzjEp8zm3TMRaym3X9fHTyjKIE9e59kSH0j7UV7mMdDNyxAqrfwEaiyexO2rRHKbrIC1IRLg+te1vvWnhO8fSXRH6TJ4Ze3wf5emf9GusEpd6o/0ynVDq4G1r3zqpM6lJlM6w8LZGoQhL9GF0OIhY0CrTIxZBL10lXVYURjvSuLwB2DTEmNG66Mrs7qBftw1WYsb/nsXfvfnJ5A5QsLsI4WzimwB4OqrrsSTT/8TRzdvxp1LFuFNMyGw7tYgXvysC3cLGV1Nr/wOuPKHAICaEi3q+9wYnWFArJKm1GBEo4ig9Eo1MPoCeOv5RPSOtc8i78K7E85l1wG67KuuHDr6Oy+fEmQyx0OI0WhQIDGZOxliamgAAK0KXjnd94ZSl+ab+p3p3L6NKUEGgF2dvBthRsqfnIb2vOu4/QOiUuICE//wn4ztunQCJTHHnvcGOTI5VjZRy3zbtuQ+2oUVdIXlT0EiISZqbqxeLPm6szVxfG5vcOLCykRizlcIqzTB996jy0cHk3NrEXf3EBBwtCOiLcJjN/4QmRPKcOOtNw994mcYZx3ZAsDLLzyH82bOxXOufbjiiu/jvb09KKlQ48SxAFoL56FQaIMje/dPiAqECwD9vgAKmR72owxmjDKYsU2UrB0T9FAXlCPQRgJYscZ9yysz8VYdXykFAFqhXLHJ7sUo69DBKjVXbZbcx9rloYRuUg9PUJxt9QEAiUKEw0e9i/cz2rR8AMqiPnN6r180Kq/j26foyk9f6+vsUjqZLhk//Hxcaw3T6LAreWVjzG3x3WtTE2ix7yCZJjnLpAm2s4esSHuP0e90tZFxWjE18fnJkAOREG+itEf45+FIpxczRgn/6zoMtTEH/fs+haF8Cjy20dhz839jhfsY1r22O0HH+GzAWUm22dnZePTh3+Jnjz6OP2ufwRVLv4WVR3oxThByVmcUQn1+IfrXfwz9gfdRDeBwEWnMd6C/H+NFy89x2WQ/EAlDLe5BJdGsKRCLnBaq0CYxKxeHWOvPOuT1dPr5BbZeKZ3dkKmlxBUA4G/bR98jkTGRDBpGvSnvtpnQiMqMu7YkF1c+WRwTiXHXdfPkfFzUWLPvc361ETnC+0Gveohf9p8q5EyHZmfQz/W6ComKDAwaPl/ZOncpt++u2zmi51bfR++F4hQy/zQZdNyobDSDI2/ZN5O+x99A74N6VGqZLh2HyW+bXSFdDNHsJNfz8R7eJRLxRyGT0FaIuQ4yJFzfCrUR8JGxs3anExXl5DstfbWQKzVxog07HfDYRiO46ll8Gj2C+37/CPLzz1wV4MngrCRbALj22muxZetW/H3zAdxjfQ1LZ96IzSf60NjnQ5kwNtjSvfPziT13cMAJX3xpHhZZmIBSJoe5chEcdau4/3dveRXZs29Mej67D3oxZVzioGx75cH49qgbf5bwuhS2tlCyLrGlNtAdjbycpKp8Xkrvk0LrGKqK9tKKRu61ORNTq50/XXj/BboKeR+duPEbvI81X2SxyBjL2lI1n3uNJdovAtuYPlqFOSq0MFktmSnEA5JBYaA54v3rVg9yJI+Dx1JPLYvBdZiUzseIVgxzBemKciLJR0f8iW6yQCiKKyYm5v866km3FZvgjnhrSw+CjO7zEmN7vBVT/z5SvmuZuhjdoRBe+WQbqs9fgttuuw1nK85asgWAhx96CBdffBE++s9q3Dn3Flwyhjx4OzuEvvMAfI2N0JaWxt9TYNTDEwoQ/ywAWTQMk1wBZ4Rf/hoLhKBYwXj07f6IbAvuhZtqMvDKocSAxehMYvl0woBcf1fC602v/pb/jsnE46kCEExCjoc63Nz2ssrUZmUjY6EbjSbs7aXnm38KBWUbdvGW52hRr7TyLP4+qhVnT3ns6Ybugq9z+51unoC2708tdS8VWM309x3uPQ4zovtPr2lKelxWCV1pWZnvOvbX+6UOR8a8yeTvlMskX49Vf9oZF4I+l1BNZm4i5diPrIlnstiqF+O4x4f3t/UlEC0AeFtroTRnwThmBtzHdqJbX4itf/gxDntk+Ozxx5Ne49mAs5psFQoFXn/9DcybOR3jV72GygU3QK9UYVpeNnZ2dEN2+fcBAMG1f0fbJ08CAHRLSJtxlnABwCgTfrhIABFR+pJ53PkJ320xkMFuqVTgcF2iPqjjwFoAgLogD4G2oR+yHM63mTwK3MP0a8o00d5kalPuoG1LWGxs5ieCkEiIJMc0cpVcTj+fqhMUfZfXMXI5wSONbA1fLeYU9arz5fBZKiPTopMgy8B/mi9I71NfioLzAGCcOC6+zbYkHwqaUrKiyixObSyUzCeWqLZcumpsTyvJKmhq4e9h5Ww9WpsTXXEZQqmv/eBH3P9jRAsA0yeS3+fCwmw0vfIS9FVjoTRnQW3Nh/vYTngmXAH7npX41+dHsW7Tli9MOjFVnNVkCwA2mw1vvvs+rll2EZ7NsgETlsYJt1MQrci45Hvo+/gvAAB1H1GWCggq934kdjOQh32Q6ywIeXnS8zs7oJFYetoE4YyVh+xYXGNNeL3/CLUqbVVDh6fKM3jTc397ajm1clVqLoehcKiVEnpOjpLrS9bXPbIlqGKED/ETU3s9784pUPDC750uPoJfLpIwNJdS//QxD7+W9fbyq5OxGcMPNA0HJfmUULNHcIJjr7m3P7XMhGKmcuvw3tR0OEwTyL0OJGlAurmbfE63U1ovpHJ2YsNTk16O5TWJQThNdik69OT/aq0cNaXkqSVES1eMaitZ+eXMugXHervwvw8/jZdffxNZWVkJn3m24awnWwCorq7GQ4//BT/+yffx7b9MwYJR5EexCw70LJ2OI1wAyFARS9IXjSASooOLrc+XC8eoVdp45VRYRQbIRaP1+LQ+saWMUS28f/YtCG95KeH1QP/JVwkZtScfHWG7DQN8nmKxRYHmgdTV+llMruGzC8bl8LnJ3Z7hfe6XEd1untzzmJZIvuDwCzxUCt4v3e6k43daRuo+IlUoNVJlIRNK3juZrgcs3OMY18FA4udfMZNMjlsbqCFTXEImHSlviEJnjpdtH+l2o7GNt4KbXvpNXChcO/kqeMIhWCN+rGlux+P3/Rj3//KXmDRpZIOqpwvnBNkCwBVXXIGdWzfjk19/D/tu+iN+sLAMNSYtDjl9+OfmFnxtThFyl/0AAOBjdA+0MjknZOPtIZavLpPvZaQVylKl5ui8DCU6+hJf0RQQ63nULRVoeun9hNcjTK1379734gGcUUqgKSRt6TQ56HuaoMQUfWoizmK4/fSqNcqR86sWm/mHXZwnHMv8iKHu0AmcK9CKMlPWNXRz+xHRtWYaRu7xyTFRK9gp0bYpFQTaqHZBzgXJy1TLqulaL5NpS3NRaa7U4Si46Rfx7WZXopbEtGIyIYdF2R3XTSzEWwdIJRlLtB6hZXv4BA36rnPz42ZK8DgGNhEBmdzLvgaXNgs+gWg39/rxl988gYXzZ+P66794Na9Ucc6QLQA88JvfYdnCTRiz7jd4HD/Hf83PQYXNgg1w4tE3yUD73+tGQ51bgwCiUAtp4wqVAWGREper41B8W59FG+spI0GE5IlEaDKQ0bLqaC8WjUmsTMm/hLYYd+w8kPC6GCUmajE2DGIN+/V0eWQRVT9FIqk9lG4/7zcdlcX7C4+2n3yUOlXccQn/AL9p4614xVp++acs48m8RtwSxUczORSWYi6DudXBu4UmMNqtAOBt5IXV3T4+GGisXoLTheosXmWO5e3GJD3vpBD202N7t/4n5ffNKiHfv/ZoajKZuRd8g3zfIH3RHIOonl03kRcVinWauHUmGcMs0epzxwPHiWbI1+cWwS9k3igzLMictxwubRaeX9uO2y/MQ1dUiX899RYUoQ489Lt/p3QtZwvOKbKVyWR44/2PMXvqRPzwsnY8sQG4e0Ex7pxThMcEsn30A1Kk8P8uK4NPyC7QyuSICLOp2pyPgIN3DwScxCelzSgFAPQLebEziq3Y3mxPOI/YgxIcNQuqpq0Jr5d8jXb4HDiyIeF1MQrMvFfZ4U/Nmg1zgb6TXzLGcMNUnsQ1AUpCMjlP1I4kHVS/ijiPqRgUpxi6RcG2yCn0Hyu2MBNQKDVi9nRTXQCHbfQgR1IEhbQ61SBVjatr7QASu0gDQEYn0eEwjKYBZ4crLKmOZy4RKhkVxG01IdeEbD318boP70DmvOUAgOfXkuc1Q63DAy+uQv2uN7F352bI5edWJsw5RbYAYDQa8e4nK7F0ySJ845d/we8e2Idf/nIqyqoIYbU0EVL94wcN+MGlpQAAbzQMaIhmgtLvhFylhVylRdAjmuWFQZatVKBbkGuLpXUatXK4fImjxlQiWLQlQN/uRFeCYvwl8e2uIOOP8rqQq5POaW3tpw9qTYp+f4Wc9/OxbVKUCsAXGP7Dzn2uqCjEH+R9bNpw8iqlsx3eMH8tdhdvueVn0BXPvOJEEaPhYrSNt3rZVj7mJOWpUhAruElhTC71yWfo6WePMpmlDscHdVSlrtchbcnaug9w1V8xrv7XtuaEY9tcbowxkkBvSKECEEaH251AtADw931hdB3wIrtGiyumZeKnv9+CFR8+iE3rP4LFcir9Sr4YnHNkCwDl5eV48slncN/Pf46aRb/Cn1c34AcLSM+w39YRC1epleGNvWSgXDuJWm4+lQFKoSOD1kKXOiEfvwSV6q9k1Q9u1eXMoEURQd/QA79X8Olm6jTo9Uov5d/Zx0fvdVpKoldVp67Az/ob1SPowx0K+jZedey/LpjF7a8q5616sVGVIyoHdnbTtDaTmbfIJ+fxfj9DgLcCu/Zu4vZVWTxhnk6bnb3/BiVPoIFI6hkgjvot9H0d1KcsUyV/lN3Bk/P7N4ta00hhaQXJCmBdMyFHL8xTrk441usmRsqlM+jvExIC1R1u8l0x14Fr32ZkX3Ev/rapGV37vcgeR4j22WcbsX7VQ3j2qUdRVZV6NeXZhHOSbAFg6UVL8fnnO7Bvz79gl38Tj69pwg8WjMK3rijEM++1QiYH2tuCyC9QYVMzGZRzi8myL2QugtLBK2zoMkmaS1Q08GcVZ2BrM59CpFMyty0sPZD3OGMPlxOjM4YWLx6ORu2aRp6IyzMTU21SgVHko/aING3VJunASRoUkQAfOJIpRWl6w1xYZDJuA5Zoh4KmgEToGx3Jc7pZyFOQxSnOIuPkwlKSHikmWjEc/ZF4NTxLtDJmvBXpNHCcIEp+Cq1Rkmj/9rdmfL7tb1h+9SW45pqrUrqesxHnLNkCwE9/9jNcvXw5tN6VcHVfhK6ADwqZHN+6ohD/WClEQRlzZW0jsYrmjcpCt5quz/OiNEDlk5NbopcDHmGJbNXRD3GJgk1icpbCu/tonmKmmd7yGcVWyePFy1dxKlAyNNmZnlUjWEvAdkcwAVjbSsm4tZdfet9Uc3bJ2o0ULh3Hl5fKnKK0QK30MjwVKJ1U+1WhNoIt2ktoPJEEeZczqnX65L9BZSZZfluUdEURHmQmiOlHmCXSE71NpDuywkiX9Hu7COmuE1UijhL6jWkFUldDhggjZ6nQGqHOI0UkXfvJOL5hVi5e396F+saVMGi9ePyPD+JcxjlNtjKZDK++/DKmz56LZTcX47l3gJ/fQESNL5tDZtI9zS50DQSRY6Gz6eu76YOypNqGrQMABnoxv4AfpL1eEu3PNmjiOZWZBhVqewcwNjPRZxRm8hqn2nTY1T940MrDLO8sGhUG/ImVNgDQzJQ9RkT5mzNnp5Z36Wd8tvUdPmjUlMCb+5pxXfXIdGRwiAJFCi3vl/b182Wj0wr4BPdON3/PZCJ3jspAfyPxRGdW8i6JsJ+36gzjzuP2LRV81+JPTyRaZyOFEwOUfCYxxRV+0QprMCjN1ECQqzRQXzC0G6nJTjNWzitITQ+uX8hfP9qdZPy6utC3iwriZ04iubef9xDrniXahVPNqGJ610VCXihU/AosNkbWNHZix1Y3rrk+GwUmPV7f3oUDaz5Hz4mV+HzbprNSyetkcE6TLUDaoa/69GPMvmAhFt14Nza0mjA+x4JKKxnQ2Xri89vWTHyo4kDSK2u6MXsKIazXmOqmK2p4jYLY+0KRCJRyOTSCyRxVmCHzSfexiuWcjsu2wR2khLm1Sdqfm60nZHHxOA0+OZiamHRtI/X1jq8YvtxhvdMe3y7PFKnwR1PXy/2qIqyik976pk4AlHCyjcMv9PV0Hzvp9/xjC53QRhdKK3QFPcS1ptRncy6E/b09ksdX5xDLNDdCfKyWiURlT6ri8oKphDzZ2IDC0wuF2sATbTQKd9cR6PInYmVDO/LNalyxVI3qzAz87vmj6Gg6gAObn8Wm9SthMKRezHG24pwnWwDIycnBlnWrMWP+hQCA8ddeDHc4AINCjUy1Hr0BDy6pIMGUf+6gAzE2UW7Z7Y4Tbgyv7ybBtdkVictDrVKOI332+IwdFSLw4XAAIa+dHphZkfBeALhsNLVIGl3SPrWyXPqAil0CHcekI/6sBoJGKeMVxbKBHY2p53Oy8IhWmQ4vtShNejmaO76cZDwqm/4GFpEmsc/P30ulaXiyfq4Tu7l9mZw+kgpRQ0wW9TpalLO70QN0EldYcJDKNbOMXEPIn7zrx5FOYs2qlTIoBQNjWhFdxan0GfA5pFvejM4wob4vcYzFiBYA/EKgUBUJAjJAl080gfPN5F7HiLa9YT/2b30GWzasQmHhybdiPxvxpSBbgBDu9g1rMXP+ApxXZMHMWbPhRgAmhQbWiB8AIZ4bppKH4rVd7egUBDIUKhnWriHWaeUUPrCxq5kOzFJRMYDdL1iVShOsUvmPfbSixwDAbUocNAUR+r4eRWrpLDll1CXi96UeeZlQRK2KXs/pIchtomDiwrLJ3L5KFPN3+vnIt0EUVReHH3U2SjJ9Qb6oo8nOuwE0otbpitwp3P7ao7wV195Dv21c6ciJonc56eS4qNDMlY+fDMzljIRkT3fyAxnkClb1OIt08HQP8zn1XYMXyRRpE61kuZAn2xdMvKYquSNOsh65Oq4lrZTJuTYVTiFtLG7RNh/AwW3PfqmIFvgSkS1ACHfbhjWYt2ARlt16N+65+lI4w37oAUR8dsi11vixlQUadAldPwPOCGQKGaLhKOp200EzqoYfXAHBcuzzBpGh4x9kt0YgSo0FGrt0iaryBIne2gFYxyxMeD0rSK3cLAuwaWDoZKTJY/jJ4fxCmjlwZMA+5Ptj6HT5me1OjMu2xvctp6Js/SWFPou6Wj5q6ASc1AV1RKQbO35M6sStL6JKY0oNzWJR6FILPLoYlbWLpktP3io9E+zzSJO2RwgEz68g1jVLtDrrKGGLuAlYoq3yknb1agtxL8gNOVz+slLkg48R7XiLHru6emG1HcOq14nr4MtEtMCXjGwBQrgb16zCgsVEZf/6SxbBIVxmZk8dY1dZMG+GERu3U8vVkENvh7srhK52aunExDRi0KuUcArtaExqnnh7dHRJmeWTVkxq+/CP9Jj510kes7A4V/gLeJhW7C9sSy2okmfnJRkbjalVEg2FK0bzS2bfaN667h9mbf8XjVhJNgBMzLVyr4W8vMWuNo5MUYO5nOYdh0Op37e2AWIt79/PW5QqnXQOdVhYBSi1yV0TDcfJZxaXqBJeCwvpWkqJzIVI7Qry3SYSwNPnkjxYmY4PyLFEGwn5oVSbYPB0QW3Mw46ubmzeugMf/usv2Lh2xZeOaIEvIdkChHDXrPwMM+ctRENjAFdeOw/ZRjWyMwnZRHrrMSeLWBsto+kSr50h15g7oamRvt7WH0SBLXEgxrIW8oyJS7UBA0281/YlVtQAQOeH/4xv5176tSGv75uzSrj9Ta3ShC5GmZe6NcpkgLmIRuc3tSeKoY8E2ty8m0AlClDatLxlnq3iHQchD7/UDzFaERsaebdBXT3vy46KhFFUWp6I2OB2Zsbps97tHurjDosi8RjEf8qCLff95Ji0z1SM6gxCdlGfPekxq3YQN1YkLO2OUivkyNRIuyD669cg7KVusEBfG6zVCwDwRPvxkU5MKDCgyqQXvsuPsN+NSMALtTEPB/p74d23Bh/9/W9YufLLZ9HG8KUkW0BwKWxcjfPmLIC/J4R77l2CI339qMqwQZdFZt6w347rJ5CUp9f3N2NKNXnwdx+m1sLSWXQpdrjdixIrHXhilSM2n3ZhVaIFYSmfw223f5LYJnqglmopZE65PL6tAeBXSi9Hp6mo1dX0Gi+NZ5m1SPI9YowS+fRYBSw/AO+x9fF9a0Wi2PpXDevb6CRw8DBvkQbcdBVSOT51F4JLT63lbKZyLjRIwcGc6TS1TslMZDPzpS3vlScoUe85JG1JZwgte6YUJLohAh4ywbnbiNiS7yjJtdWU8sHgv28lrjSbWYFLqnJhEAKMPnszFGoDZDJ5nGj7dq7Cr//8HFat+nL5aMX40pItQAj3881rMPm8C/D0Y4gT7sRMYh0pNNZ4Qvd1E0i+54bmTnxnCfFJvXuIT1y/rJr6Q3t9PpSZ6GA8YueXmX9/ntaU3/P1UZCCKjtP+Av4jtUPeT0qYRkWQTSlih8AaPjbq9y+LpO6Q8w/PE98eGqf+Y8HuH2FyH+dfdFN3H6X9uyvQLOZeMt2wM9byTLGZ7q3MzXlLCm8vpe6gPJEq6RJKbZMu6yCEtK61qG7hMiYWEUywSK14H6oFsqnWaJVCGMtli7Wu+VNAEB4gASVWaL9pNWHth7iXivKUeH8EuofjhEtQDpcx4j2N18BogW+5GQLEMLd8/k6TJl+IZ7+kwz3/HAxDvSR2Xl8RiYUkHEVNPOz1IBvACGtBdeUqgFBDfeQj38YS/R6IBpCVBBbLrWYUTqFpIm9truVO/bJ31Lf6S/vr5E8T1U2eZjDjn5kzrqGbPtdUGikxWpkjHi4LqsCvXuICI5uTBW8R1NrnzPAyNyZAQTyT19r7hhaHfzDXqDjS5l79/JiPmEvv8zOnX1rfLtTpDHsEnUdlIvcBgqmW4HFdvrcBnKmk2xnNz1HmzX173R1UglQfy91P2XWXCJ1OABgYg5ZTZmYLIzBVBHCQpqYxpDo5zWpCenqZJQiwgE37Ds/TjxW0ENYcYwQv8cVQWW5JoFoAUBtyELQ2w+1IRvuHZvx2yeew4qvANECXwGyBQjh7t6xFpOmXICnghHMu3Eebp+ch01C77B5jFReLG7qObwi/j9TyVSMCXcBvV2IZPJBppAw2ysAhHVksKuUMlTOIzN43UbeZ/n799jg1nR8s3DHoOe+sYslGxfmFA4dmPEwspBaiwq+gZNP83IEeOJiZfds5y9A//o1J/2ZXxZs3sFPACEvvTcKbWorDik0O8hYqQyn5oMHgJkFZOwGUxSz6XYQ+m1qkB4Tk/ItsGho5oE3So6XDSQGZW3zr4AiqxIA8NQqmoFTKVjHin4SIwgHPNAXTEI0EkLI78RA3UbU2uX43eNP4bOVXw2iBb4iZAsQwt27ex3mzl8CvAoA83D7VBJoWt1M3AULi3IQ9CRWbtkPrwUAGEZNgMpNHgQ/AI0okV0tFDfcWJOFVw8Rn16kg1hyvs8PCn8B212z4+9x1yyLb5cyVTJBt3QlzxNM6/EfLkptkPpc1IdozKfWVfeH7yL70itT+gwx7Mdo1Zz4ObfM5oNtdU6+YMSq++KHnUbFk+KJdp58jjLBt3BoZOQp61bSe6bMUeM4qM/0sktS64/maN4e31YXTZM8JvZzDIjykD+ppWleF8wQqryYFgoFQgCry0MKJHIE2UOWaI01JO4gF5TLNrd0Ye8RfrWyrCwX3l5S+aaxFkOh1MIbjUDpd8Jeuxa1djke+stz+GTFlzcYJoUvftSfQeTk5GDThhWYd/4i1DQY8HBLCHfa1gGlZGnW7vcBhgJY3G0Ie8iDodDTCrKQ14GQV/BT2QoRjYag1JJlcMjHFzUsGEOisQt+moGnflfHveZZw1guS3iBkxg6ZGSgl1mBBrt0J4cX99LPuYGRtjNPuRoNj/6v9E0QQWOjg/1IP2+xlVqlXRinih1H6fUUmvn7phNFvsMJFXaMFSkS6FFa+OGsE7kKcnJO/3C3Ma26e1uCGOg8+bZGjt2r49uBTkr6GQsvTfoeZ4BM9Lm65GWtF48lY+1ILxnDLNEWmcl994YSLWSNtRQA4G7fCwDQC+6mdc28v/jW8/OQpRL6jWlMUOqs2NPvRk2WGq5d/4Fzz35sLz8f/3j8Uaxc8dlXimiBrxjZAkIe7vpVuPiSZbjykkthuexOzJHJ4D74Mf51mPhTvzdLB0vlXAzUbULYZSdvFKnC0zxL8vArYilJEtVBRcsygGWk+qf+V3znhs8OsMGWftw9M7Hz6IaNlJC8n1H/XS+Aqu9J585mX3xBfNt4vJZ7zdeSmuDKvk5KdAuZTAoAyJ66jdvv3DF0oOZchbOBd6noi2iQ0ZbNE3o4RZWuSICuNn54B98PL1mTJHPx9Pj2IXs/MEB+H2sSgXGLjE5MA9FE90ZNFrGmxS6jGLa2dOPCYrp6M+SORVToDsIS7dWzs+KVf35HK2RyFTb0y2DzuTEl04RegWjfUZVizTN//UoSLfAVJFuAEO7mTRtxw0234fD//Qz33fdLhN0DuG5uFt7Y1IO/7SPWyHVq+kCYKuhADzjoMrkj3sImhFydAW4hoGBUA65AooaB8Ubahjr4eWL1zoDwtJo1Gjj80g8Bi7pXyKD/9SsduO8h6WWlGNZ59BzUZqr2dZ4Z+LxzePm2OVOohW4tm829tu+TRm6fJa/1Vjv32kUjGLeaODZ52tWxNv636amn5xQWyUbKDMM7qaCdya89xGcwyK2puQ30VWOGPoj7UiFGMEjvsFm5WfAlkVXcWG8HABQIXSl6A4LAvZK/B/OFgptWtwsF8AJBIBLyYbdXC3cgAptOSYh293vo37kX/+gAvO692LxxA/R66bzdLzu+kmQLELWwd/7zOh78ze9x59duw4N3LEbWgfdx3dzL8f5u4rf1jyfScZoDHyAwQEhNbcmDrmQGQiDNIVl8cJRmISwoz4FSsIavnpKDt3cnkpju/Fz0tBCyzipK/Cn0KjLg77m6CO/sFd5/TwUanpZWgvr3Dupbu2sG9QVj/DK0vPdY0nvBwu6ly94Ak+j+UWMvlpWefq1aa9UF3L67U5xZQUlkTD5fTm2WiKqfblwygd6T7U28yyNVW9/E9H/uXPFcfFtpS36/T/QTf+z0QkraNllys1o7QASYdJmJK6GDXcSt0NYn9OlTydDjDGHBaPL9LNGG3V2QGcjEGnF2oEDQO2iKaNDtBdyCxT4lk7jX6t5Zh8cbu7DssmX4xS/uO+dlEk8FX1myBYge7n2/+Cmmz5iG73zv+7jz3p9i2eGP0X10MjlgKvmTMYn4dN3thyC3liAajUImk6HVR60jhWgQvbKDJI9fPYW4Gy6bJDw4k4AgUwzx0seERItyCLFuaurBJeV0idUXSHRLKCbQvNVI29AtTABAX0XTuth0MmfjZphK50i9JQE+RpEq44Kr+HNiPtPnaMXxyLkliWcqpOlS6nJ+WV7GuA1qcobnx5Zl0Uq5wkXWYX3Gzm4SNO1ySWcS9O56l3yXks/fNZSQrg0aSyEiIS88TKPQHW3UpeQLRCUnrICLjFG5grzP17Y33r3DoTLD7vfH9Z7beoOYOEoP+9H12P3JJ3hoTy3+8NhjuPTSy07+gr9k+EqTbQwXL12KFZ98hCuvugbty67E928jRQiPPUAyCB74P2INmEZNjWu7ft5FI8v5Jh16vX6UZ+pwvJcnx89qaVbBgsrEpeMNF9Hy0yPdicRpBSH0OydZ8a+99oTX5SX04W/e4cakRSSg91ZtG5aPLUg4Xgpyph3A2GyeTPZ1DE+WkUXQzy9Z2UBW/T4fxk9jSnbl/NJfY+Yz/dmW9OcX8q9FRG7AEGMxNjp4zeGuAT5w5WWqvoaLHjv9zJaNw7tvmlHU8rSNpdV/uyWkCwFA7yAWq+vY55Kva/PHkNSrbGl3hEbQnD3cklhNlqnWI+AgMQJPB1lhqIyZ0BSQidsRCMSV7/Y2eKHXynHb5EL0163Cey+/jjf2t+Dd9z9AZWVl8gv+CiFNtgLKy8uxZfNGXH3djfj+4Tr8/de/gGIUIZ7fv0t8qz+7lvo3MwWh716PH3IZkKFTo88bgFywcAuyVPFKmhjYxntqCSWtcblk6dXkdmCUIVFH9xvTBU2E6cD9fzo45DUFGfEU3/HD3GuG6uniwyUxJov619imhcgcDQPTS8rvkNZ9+DJgToRmk2h8dAKLZJQP6/MWj7fGt/M8LfD2kiwQf4+0WpwYF5WRc/D1JCleEZb22lzp8zMIFuqWdpLNwhLt+AKyIhlrJdk0Ie9A3IWWUbkIAaHs1iHEI9bWDiAUiuLWmYUwyOTo2Pwinnl/I9oGAti4eQvM5uG3C/qyIU22DIxGIz776H387L7/w+3fvgc33nsfppQX4plvEF2AVTPJQFxUTEU2AuEIGvrdKLMZMM6ij+uGftjQh4A/ioCfWFfi6qFShkzZLgkxuGMtwRU66MKJroTbv0HNuAEfJfXG3qGDagDgOkizCWSMDoIVgD1jbEqfwSIiyjl2dFGiXzDLhJZ+el7ZJn6Z2+c6+fSok0W52crt26qpv9cq6uAbdlDfu7dr6DJqSTjob6KdODzCibX9CSq1GJdFxpxaJh2sCznsAABVlnTNbzRC7rFcY014be4YMsnHptIagWhdnUT/IKMyUV/jk8Pd8AWiuG5qHhQyOdSeXvRFNbj34b9j7iVX4rk/PAa5/Mz70M9myKJRcfPoNADgnXfewU//939x073/h14fITb7J8QSuOUBImSjVijQ7iREOK+ADvJI2IuQ0Crnmc9JNDeWEjS1ii6Z48tgZhnfxaThxLr4muT0AQsFaS5so7A8Z8l2QjYfVHExlXC+RpoCFmXaP5gmzuXeYyqeQc8nQdyb+vtYyzZWaRTDvi6+OGQwsp2SRycvo4xfzovzl8MBej5BF5/NEQnwS2FtVml8W2nmU+r6GV/4yZCtxkot2w+7qdW//1PeTRHto9crJlvWdZTZtRdSMI+iuhVBRoCof9UzAICIl56/TEtfL1h8D7mGMP3+WCcRAHC1kRVRLGPksN1Oz0WnRY6Q5+wSgr9GOW+PvXG4Bf5AFJePF+IGzTuhyyrH8U4HfvCdO/HAQ4/i+uuvl7ymrzrSlm0SXHXVVaiqqsKVVy/HtEtuwbXXXIwPDhHifHsNIZLZ06WDQB1CRDlr/g2463wqQvP0Gr7ZYZTRN5BJWCy7OyhhnV+QWPxQLvRXg16b1KfHwt/OVKUxClG9qz5A5qLUAhisVu2ATKR2NYx27GcjWl56Mr6tsvASkPlXfovZk25PJEbVeGpFXzuWrkj6j22QOjwBjp2C8ItdOj86e/7NAACVRtqCdneQSTZmKbOpeWUWIjgTy7Xd2d2NqkwrAEq07wpZNoFQFPPKMqBXKeFZ83foR09Gk7kKLRvX4fFnnsOr736IiRNPv77GuYo02Q6C6upqbN+6GVdffQ1We9uQP/N6jC7SYqNgxbT3k9k/36bCekF9iQ3aHH/6D/Ht0nt/j5k11BIKivRDXV3Ep6oH4LEm+tq2dFKinJ6RmD86OZtaS8NZqoR91GL2MCltRpUarmBqpMIi1rwyhqpMSgQ2kVQkO+kAcoCJlkPPW8E6Rs82GuZ94n4fTX1TW/IQZrRi1WE6MYQDbliZ9/Vv/U+yy0gZkUZq2crLzJBlSjdaHAwqoedY0NULxwlSlhu0S+c960aTjg6mshmSr8uVZKw5hO4gLDxCKa1c8DmvaSQrthwjf6/fqWuNa/6WZGiRa9Ah9P7j8NisyJh5FZ7d7YPr3f+Hg/0BrFu3FllZWUgjOdJkOwSsVitWrlyB//2f/8Gmx78L390PY/YSslQ/LiTGa1RMfmM0jIKLvou2T/8K87hiOA6SwFH/mr+hFEBjzVUAgGyDGrUOF0ZrBOUlcz78DqLRkKUivq55+VZsbLcnnJNDJpBRJAqTKvZQS8sumitmc9vOZtpg0L5hVUr3YG87zR8d8PK5nEYttcjHZp9b6V6pwDKb+isbzVXoZ4z5A+tTS7tjEWGW9zrGzRHySjf+jPqIuyDsomSuLamSPHZTB5mQ5+QzqYFCUUKgh1inpkraGaK2rx/tDjKGWaJ972A79BoyBnUqOXJMauTufQuh3l7ItRpkzLwKf9nShwMv/Aw1M+Zi1dt/glKZppKhkL5DKUChUOCRP/wBb745C//9/76NSZfchTtvX4bsSjJA+4TmiQ5vBCuaiJUw1kmsKsMoGzq2d8L58SEUXVKD2XnUHcD6ywDAdWRb/G/OvFsAAAVmagW2OciTfqBrAONzEoWde/y00DOZuj4L67wF8W2bSBDcHT15l0CPh7eAC010CW5UUms1iAhUKerxjhTkCnouEYVIq5bx2QZaT0BXdGoW2rRl9LdZUE5V2oxIrZY31lbGvvczydd9pcTHvrfDAbQTMjYzk55fiAF469cBoEQLABqhqGF/L3FJtPYEEY0CLd1kDBt0Mhi0lGhna7rh2rsVjn3HYKzIxSf518KyZTc+fOJxPPB/v8Att9yS0jWlkQ6QnTR6enrw9TvuhC8QQOnCb+N7V45HUPBVHhX8pp5AGPNHEeui+82HAAAd2zuRWUlzWMvv+jU6/TTIkREhRNq74x3yD4bsXFNJj7IY2QI8CZeYyBK9j/m8g0wesJ9RrZoVOUovhvkOMdl+0khFbvYd4rMhQgH6eVMmU1LPMvDLUJZss3U8+bNkGxA5Po700dLWJjvvF84xUtKenMMHA2UB6jaIJeDTfabzQYC3IvsP0CBioJVPvzKMp5bgx27qf29kynsVIgWxqkrqQhiMbI8IwVW2nZKeSddjyTZ33u0AgDYvnVD3dtDfuEfIG75uEvUJx8jWVEKCbTI1yTqIVTp228Ngn/6CLCVCgnvritH5cHUcQPdHbyLo9GPM93+NN/bWY+OLTyEsA5579hnk5aWodp4GgDTZDhvvv/cefvSjH6Fs9nV4+mffgkwmg1fwdR7spmRR3r4pvt23nvjPlDolCm/4dvz/do0NOWr6gPbsfgcAEHaSzzGPo0Soz6JLyFjKWLaeklqPh5LTCUEtjCXbYivvS8xh3sueQ6pka86iFlVOJr9QsjGaAheW8A/m2US2SjX1J7PLfBf41KUPD9N7kirZLiui9zfABLCaHDSgyZLt7nZy7awAjBx0UnxpH/FLd3XR7I+sLHrfy3PJd8dcCeEAIeR9DnK+zUJWyMR8E9qc9N7avSEsLSffqYxG0bXlRbgP1yPvqtuhsRbjwX+/ho1vv4QHH/w1rr32WqRx8kiT7SnA4XDg1ju/iZ6W4/jefb/B/KpqAIA9RJapdb0DqMwkS8rQgY/iZKvQkIej6CZCuF1KckyRjjyYMbJlrSzbbJItwJJtiCGpWF4uS7Y7mhjLh+lqcOF4+tCzZNvmolbT1jpebrHrOF16K/WUhFIlW4uWf82kSe7BsjOpbO4A787I0NP3Vdj46LuBIVhfhE9FY7MoYgpVAJCh4oN1qZLtDeNpgUuIaQcecNJjNGY+95gl28ffJb+tnJGJnDGFki5Ltru7yefXttNJjyVbjdDSZlI5+S1Zn+2+3h6EmUd8jM2CHiFtLEa2c/JzERII3d9xAO7ju2GuuQDRcBBrOwJ484mHYcvMwjPPPgObLTUBnTQSkSbbEcD7H3yEH3//27hizgTc9tM/wiw8wB1CSxe9SgW1IATSt45GvvXjpsS33cWzuYeihCl6aHv/UWiKaYZC1mSiXcuSrYKxFNlsgvcPkywJlmwtTL+tkmzeAjQLpDgY2TKGFpTG5Inr06dS8jhXyLaT8XurmKR8hShB36Sg1msysmXdNHujlADXbaVWLUu2Riv5jsmj6QSoU9HfiiVbhyAIHxsyASHnurSIunLKMsm1jcmwAgDCkQhkPaQaTpdRSr5fRVxbAUcLgp4+aG2jEPTa0RA1YdfH7+CFl1/Gww8/jMuuugppnBrSZDtC8Hg8+O5dX8f+Xdvx3V//CTPGjYvTH3uDlfYTccL1tpIlY+bShTBVLY4f0+p2cWQb8pHjBmrXAgAsVdStoGAaEca+jyXb+n66ZO5yUcLs6CdkJCZbBZN/29xHj6/bw7gSUiTb4ADvo4wy7gxDIf3e8ybwuaxziygxKUK8GyHKXJtC1Bbcz1iiDQP0uptFrgi2KXK+mb/+PCM9l1TJ9vBv/xsAoM3kiTv3yhvi2yzZrtlIVhwhJ72RWaMZ9whDtlPzSbBuF5Mjvb+RXo/bEYFSTX+zGNlOLiTjJ9ZtwX9sA1QmEpyNEa3f0Q6FinyXQmsGohEc9UagG+jBj//7OxhbVYW//PNlGI2nR0T+q4Y02Y4wVn/6CX74g//Conkz8Z3v/QgBjQneECEI9uGNHP4UANC/biu0Bdb4//OW/wS1gs/SF6IP42SzEgo1fQjDQmUXS7Z+porLz6hYnxgglhRLtqylGVPpB4AGO01nYsm2t19EnAxjBZl014EmUaSfcWeeC2RbaiVBJBN4i9p+jPreXTu3xLedDfb4tphs864mkfo9YfobxYgW4Mn27ptIYCuH6bQQYCoLWbJtF3rKnThB/sZ8xqME5bJpxYRobT2kaWQkSCbKaCQcV2dTaI1Q6ixQaokL66gnhHzncTz/0iv4eP02PP7HP2Lx5dcgjZFDOvVrhLHwoovx+b6D+J/v34Nrb74eD953P2qqKtEQ1kAj6IKa1SrYJpLeX77jVOQkGo7A27obJQBO6EqhVcrjhHvEGwG8hAhrLAb4Y/6/SJALtpRZEquIsoVKs2y9ltMTbR5IzBNliw+qMpmW3qOAT/aefAvvwFaq6hpso9uhcdQtsmo9MO4WGkBT5NKlfO/eD7nPk2soMYu1b/sjdDgf76OWeJ+Dnyg0jCVo1VPCq85KTKcbCkodY/0yLd2zL5YuWb18IfF5+pmJlJ3sWITb9wMAVPkTcZ7QlPT9WiLd2dwShFwByOQ80QJAoTwITxfJOgkLZeOQyeMtkKKRMOQKFbTmQoQhQ9jVCe/Brbj9kT9jzvQp2HWwDhoNH0hN49SRJtvTALVajT8+/Q8cOnQIt153JabWVOLee3+KxjCxKqwaDZyhAExKNfIv/S4AoP3Dv0Ku08K5dwNMk+ajSvCzAcCh3n6EIlEohQfrqJAyVGhKXN7t6qAlnWz5bFWmKeHYiUw0X8uUC/dIaOgCwEImsGZhWrEoRUvsJ18+9xXAIkx12kA9tWrd+3cltEiSgsZCNBSCamNMFhl1fXbJY9VHSOpZJBRALPFLVyAtS6hSyHD8BF09zKjRY1Iu0ZbQ+KnVHI2EERF0JMylM+IFM0FXH9SmLMgUKoQhg7e/BU888Qds3nUAz7/yJiZNmjTktaUxPKTJ9jSipqYGO/bV4qd334zlt96M269ciku//hN4Q2S5b1SqAWEpnLPkDgBA97pXEA364W0kBQ6m0jmYmJmFfb09sHspAWQbNGgVCicUMlk8uGbTqdDPHBfDCcaKzTMSS7c95EK+IZGwMxl3hVlNSfWYXbrKSYxZF1Ji366kVqRsO6P/4PIDBmo9dXVTF4inmn6nbsrV8O5+O6XvreulFr7dRa1Z1lEmFsfWKhnLdJBWMslQ8o3vAwAiTCdbtVG6iedYNSFJv52WFQd6WyWPjbW1UeeRstyPj7bHXxpVTKzYfAu5T9qgG/6BNgQABN109ZFRtQQh/wCCXjvkKh38/a0Ie+yQWfMRiUTw9kfv4W/PPY1LlizC5/teT1eBnWak7+5phkKhwMN/fw0/6urCj791G169aTnu+cbdmLfk4ngGQRhRKA3ET5m39O74e/0KNXzRELQyJSLRKPRqQlaeQJjzhZaZBb+bUJEWIxCtUo4BHyExbzACnSqRTGIdJoKIQMn4CCFTJRxbZc3g9v32xvi2s55pAJk5P+n9GA4sVfTz5Co6EfiUdPm9sz21Jpapwg56/daai+PbtipadRdwJ/aQAwC/ivhd9TIZYtNLrNuBGCE7+QwZU2Gnr6BZKscGBnCsxxsPXMbcD9eMJalnEb8dAGDIqUYEMugAyIWQbAQyBL3kdW9nHaKhIKBU4+OP38ff/7MSkydNwsqVK5Cfz6eopXF6kA6QnWEcqz2ABx98GLv378N3vnkXRs2Yixqh11QUNJMgZrUWm02cXKFaIYsTaKFQRRYjWwWTI7q7j7w/dizAFzdYddTKPE8oIWbJllUhY4sOlGDKQpOQrYyRhMycxLff3thBreNdR6i7gg24iVuOF2dSIprNCLzUeqibJCwaxqzQjzdIr4vtq6Zi0q4yRYI3eQZK5KwEo5y5xzsFS5oNNhYykXs9MyMGvcTidB6n9ynY0xbfZsnWNu82AEC9sJI41kPv07RCC/J0wncIOsexgo0jA3bolAoUMZks9iOkCs19eA92eVR47NUVqBk3Dn/8/a8xZsxJNpNM45SQJtsvCI2NjbjvZ7/AwcOH8c1vfRtZNZMxzUh+CplCBZWOWJGfNdLlo1mnRJMgDp5tVqLMRiPXJUzH0mgkyJHlAENkW5qJBciS7VgmMGRTMKQjkAVLtnIm4s/qvvZuoUt91xG6TAaA0d99IL59qmTLEpucIbNTJdtuJ3W95JnpPWDzgUPMObIZDew5tTIl1dPyGZ+4n1w3S7bmClIKrFDT3zEk5ApvbSUWbyzPli19zlXKIBP8xo4o+dvp9iAcjaJY8OPb/X7kKyMIevrxycvP4M8r9mPM6Ar8+dFHMGZ0BdI480iT7ReMEydO4Gc//wUOHjqE73z7e7BWTcAkFQl06DNHo0cQxN7V1g+nj1hy4Qj/kxVnkAd0Vi55uL2ChJ5SZ40f4xEU+vd2Up+e3UOt3vPLSD4nS7YRJpUsKKOE0uyivtHiKLGgByNbtZUSRcYC2vXXmzMuvv3RAZra1NPFZw/oDJQUx5VTK5NNEZN56XXJFLyV6lPS79/eyqRQ9VOCZTMUkpFtiYX6og922+PbHQP0czKMdBJjyVYhk0HHrBzCTGlxa4T8fl0u8luzKX+T8mywCAQcDtIsDblSi4Ew+X36fT54Q+Szj/d6MSnfjOxgH1a8+hyeWX0A5aMK8dAjf0j3AvuCkfbZfsEoKSnBSy++gGPHjuG+/7sfdc8+hbvu+S6M5TWYE3DEdVfLM4nlamVScra19CHPRB7EQDiC3ljCq3kUdEolYhSg8vYhIlQzTcix4KND1NdoEkpvW50kgGZj2meHfUyql1a6TLMxKlhls25FidBvKmMpIGcEVdre/GtqN+MLBNMejlsx5OqoW8AVktb1LbAScu50BDHgIaRXYFGjtscOABiXLaR7CWLcwUgEEPQY+nx8DrBRo4RRAxSaGGvXPxBvayMTPiMk08Wr4g51ueJBwGUVhdi+bSN+9NcnUFCQhzdeeyVNsmcJ0mR7lqCiogIvv/Qi6urqcP/9D+Do8afh/fZ3kV1Zg1KLERlawKLSxuXzPMEglpWR3NRdPX3IM2rhFJrwhaNRsow0kAf2WFAFBL3INegSvre+gbzHIXSX3X3Cjdsmj0o4Ts24EnwhaqGpUkiDylh0eXyb0wtgWm6bmCwBU5kcLW2U/XSMFgObwhboPBTfdtXSQgN1Dj1/Y/VixJwQb+7nI/9d3fQ68nKHfhQUXeT7DAVTMFvQH9jW0Sl5bL6w7Ddr1AhFI1AzfmwWHoHlXX7yt8BogFVJJtSQEPwCgJDPAZWeuJaUGgsaBH3b/2zuhasjhIgnjMumO3HdHT9CcUEe/vaPv6GmpmbIa0rjzCFNtmcZKisr8corL+PQoUN44IEH0P7cU/jO12+Hvno6QmG6fB+fkwEvotBBhmpZHyAYSGFBLLrTVIYNJ6gFW2LT4vXPKTG076MWVcQRhB1A5RLiu+0TKo6gNMAgWLcBVxfURioXGMPK/dQH289UOamYZP+CIiYVqjuEUbESYUcf13/sdOPEcbrcDzHBteop1DVx7Vjaq8x+fCNii32FVrpkdVoecb90ejwokuhKY5JFIWPas9uZirh2QfhHrZAjQ69GliBEFI0GEXQT3zrrOlBqyO+zpaMLm/eRlYjjuB/ZRc1YsfJf6G/Iwt+eeTLdmuYsRdpne5Zj3759+NWvfoWW5hZcvnQxLrvqJjy/jZBaeYkaBg2xmGaquuA6TFTFjGNnQJ9D1cEavMR6fX9bH/qP0IddJqSIRYROsLoKavkunEuZY4qeWF1ss0W1IEINAP85RH20hz+nQS9tBjm3giLehzqK0WNgYlTodFBrdoDJkzUz+gvnl1E3h8VPXRWeTlqJZyyiifm7meqxVYwATDKyXTKGTijKvuMAgICDpm0ZcpkuCUw+rTzug6UXJBcyDFiy7fAJJClU5hnVxN7J0hI3kVooE46E/PEMBpU+ExD8znt7erB6pxN+jweu9s3Yt+EzlBXl4f7778fUqVORxtmLNNmeI2htbcW///1vvPrKKxhdVorll16MVScq4+W3c4VCgnH17yEitFLRVdBlZF/BDKw+ZI/vt3zuQbSXaThpI8SQOZ4S7swa4oaYkUWX7q72A/FttYkS03uthBBZsg33UUtSlUMJtqCSbpfn0W21gpLqkVY6KZws2drzp8W31x6xx7ebDjIdZxk1sbxxlAxvmkHdHDGyDWXQ0mKL4DMNMxZqlNWkGCDpXBqLIOKtpveu2yesOtzkHsX6tMVSuRQAwkGmhFoobJAr9djd041oNAp7wzH8+9VX0NFYj5tvvAF33HEHioup3GMaZy/SZHuOIRqNYuPGjXj2mWewc+cuLFt2OdRj58Bsy8LR7R6oBU3Zn15VGreMXM27kVG1FACwvZNaaau2OLjl/phyQnyNLYQkF06i1u0EmzW+7WjdBYAn24iZdgjYeIJ8R0sPJVs98z1uLyW6ZGTbz2RKeBlitBmo56sqiy7tM5h23l0euvRORrZyobItwuQemwvoZ48fQz9vRhFD8ALZRoQmlZ6eY/HX2PzigK0MTQM048ArZBiUWMgEFgt0qoUUPfFDqBB88zKZHN093XjjrVfx4aefYsKkifjmN7+JCy64APIU/OVpnD1Ik+05DIfDgVdffRX//Mc/odfpcM21N+CCCxbgBUb8payIkNmy0mx0BCj5NQ+4483+im00w6G534/5pZRcrAwByoX0L5+TWG9sNwS1gRJvLDc4GdmOzaPWc5mVWn5sw8oWJyWq2k5KnmwZrpEJnBXZ6Lmw6VodTmq9154g1mh/MyXyZGTbt4n4om1zaA7yZTNpRsZoAyHjiCDarlRR4u8XdBV2tpHJzqYjn1tgIq6CrKgXSq01frwfMvjCIVgUcvgGSBDPXr8dm/ccxgeb92PAE8DXvnkXbr75Zlit9H1pnFtIk+2XBIcOHcKf//okPvvsM4ybNgPfvf1O1FSQ5e8bhzvi3VIBoEMQEs/LUHLkVVOow5Qs4od0d1J3gT6bVBrFWoOzJbNgclhjdl0sNxgAuj3UraBWMF0dmA4RJlELGwA4bKcugpMl26m5JGilYgo7Gpw0kPfxbvrZnZuoHzfaTI6R5VLiVJUTS/SChdTKv0BoV8+21+kWFMeO95N75A0SS3ZRMbmfQQ8JeLma9sSLGUICQctlQKinHu7mA6jbvgMf7TmKLbWNWLhgAb73P7/AhAkTkMa5jzTZfskQDAbx5tvv4LEn/gqH3Y5Ziy/BT269ESajCWtaaLbA8Y4AuluJBRZw0GX63AtNmFlILVtNrPKpYTsAQGkg1p2hYHz8mFgjwU4v9Te2CspkrgCTwsV0HRiXZY1vS5FtP+MT3dNB831Za1nJiNxU51Pyrs4g55iMbPe3E4LdtYKqZIU/p6Wz0JCAnmYu9d/eeCUhzdFm8tlRZuE/IIjQxASGzEIvN9/e9xB20+9QZxFXi7l8JiBkFgR66uD2ePH2C8/io+2HYNBp8e0f/gjLb7wFanXifUnj3EWabL/EaG9vxwsvvIDn//0CiotHYdbsuZg9Zy5KDeF4vuvv3qHlwIFm4tPUjNIir5RmENxWo+cCULGgXIxwvUwzxdpeQmptA9Q/GmF0uPOthEBivksAyNXSbZkQbIowRFk/YI9v72+n7gWfnw7dUiHDYXo+zRBQRSkxR+TUVfJBHVmqN7WR13vr6LnKGALPHUves2g8dSWMEcg2LJCtQyBaqyAU4+0lQTVvZz0iwuSjyiCWsLV8brwoobnpODZt3YKNWzbjWGMDbr7lFtxxxx0oLKS+7zS+XEiT7VcA0WgUBw4cwAuvv43Vq1ejo60V+aPH44YJFkyvGQ3zrOux8iixeo/VEuLx1XugzKUEtfzKrLhgDgBEhK6tESGvV2UkhBJLbQL45pP13cTSzRFKYSfkUP+nPkTdBGzASaUnxyhspfH/rW6g/uj6FkqSKqFbwfgSauFOzqU5vLHii8O91Epet59YuFmZhNjZSaEsh177+BwrOU+hDFgp6EPEaDkc8sDX1xg/XpdTA4TJtUcjxO3R4nRj5+fbsXXLZuzbsxvFxUVYvHgxlixZgokTJ3Ki7ml8OZEm268gAoEAtmzZglffeg9rVn2GQDCCRZNKcMHCizB5wjh81EVFbWo3uSEXglt5lWrMGkP8jNWZlCxlQjcApYa4E4IMcTiEqraY77bMQq3E6AARGR/Y81n8f/4Wammrsuh3ZM4hLVqOhimZrj9EyDLAWrhMTu88IdDH6vPGKvD2d1O/bb+HWLgDXvJaDqONUClUrMWkKK0aYsWrBcJt9TphUBGr+kBXP4os5N6ZFArs37cXW7ZsxAefrIdaCVx44QLccuOVmD17NrRM9kQaXw2kyTYN9Pf3Y/Xq1fjg44+xedMmWGyZuGTBIoyZMgUVo8fgza29cf1chQKYKBQ/jM+hxJmh0iLCZBP0CF1qW5zU0o11wzULS+mBxq3x11z7NgMAAt3Ut6phhFwy5pKOwn0a+r+tJ8ixTMIEpgqNDot1lMz8LlI5pzZkxf/XK6h/vbqFvObz0MfAkkE+sKqIfEaekVi5ZqE7RUxnYl+HEyHhc8bnGdHVfALbt27Bjq1b0NPTjblz52Dx4sVYuHAhMjLOXKVcGmcn0mSbRgIaGxuxcuVKfPbpp9i3Zxeqykswe858TJswAQOZxbAJGgtOfyiezgSQqDr5SzaO9BCLt76DLPfH5Au90Aw08FMqaPHKAzQrINbMku140CaIruxqpQEnhyD6UsRIME4vIISqFiq62PY2cj15bVMrLVte9XoPZBrqHzaUks9aOtOCIkYMJiwQbJZGj76AF6FQCN1712Bf3XFs2bQZdS1dGDdxEi66+BIsXrwY5eW0ECKNNIA02aYxBCKRCPbu3YsVK1Zg586dOHbsGLwOOwpysjF69BiMHlOJitJSWMrHQq83oNdLiLWxj5BjrLNAZw8hxmCADDeNlhCyzUKJLsMg+E6FEdllp5kM7ULmhK+H/k8m1PqaCsiyf0wpJd0SGyH2mJbtoVaagnbsfcGFIJQrK4vJ5PH1a/NRrCdukpDgk/Z4PNj98fNoaOtCi92Lg9sPoCcYhCE3D+Xl5Zg6dSqWLFmCKVOmQMGktqWRhhhpsk3jpBEOh9HY2Ija2locPnwYtbW12LdrJxwDdthMeowdPxmjKqpQUTEaR4MmeENmyGQyKIRIv15H/pbmEnKMuSN2t9kB0BxVAGgXyLWnSUhTa2NKbv3kOJmRuCVUGYR0FTrqzoi1+Q7GqtaE0a4VSP4biwpgkSvQ29eLuiMHUH/sGOoO7cKxpjb09jtgNOoxbtIUjJ8wEWPHjkV1dTVKS0vT/brSOGmkyTaNEUM0GkV3d3echGNE3HziBDRqNUoqKmHLyYHBYESbRwaNTo+iHAu0ej1mlhbDYDDCrI7CYDBAFiRuhViVmspAfLUyBQ12BYRgVyga4c7D6/fB7XGjx+6A2+2CLhiE2+1Gt9MBj9uNHQ1tcDrccPd1o6WhAeGQDyXFBZh13mRUV1fHSTUnJyedJZDGiCFNtmmcEbjdbhw5cgTNzc1wOp1wOBzc356OVvR2tMLjD8IbiiIYU/OOEhLX6XTQ6/UwGk3Q6nTwuV1wu91wuV3w+X0AZEIulgxqtRp6nQ5Gowm2jAxkZGbAbDbDZDLF/5pMJhQXF6OqqgpGo7R8YhppjCTSZJvGWY9oNAqPxwOn0wmn0wm32w29Xh8nT71en7ZA0zjrkSbbNNJII40zgLRGWxpppJHGGUCabNNII400zgDSZJtGGmmkcQaQJts00kgjjTOANNmmkUYaaZwB/H8GAzzus2C2/AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "uspec0 = solver.randspec()\n",
    "fig = plt.figure(figsize=(8, 6), dpi=72)\n",
    "solver.plot_specdata(uspec0, fig, cmap=cmap)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t=0.00\n",
      "t=0.02\n",
      "t=0.04\n",
      "t=0.06\n",
      "t=0.08\n",
      "t=0.10\n",
      "t=0.12\n",
      "t=0.14\n",
      "t=0.16\n",
      "t=0.18\n",
      "t=0.20\n",
      "t=0.22\n",
      "t=0.24\n",
      "t=0.26\n",
      "t=0.28\n",
      "t=0.30\n",
      "t=0.32\n",
      "t=0.34\n",
      "t=0.36\n",
      "t=0.38\n",
      "t=0.40\n",
      "t=0.42\n",
      "t=0.44\n",
      "t=0.46\n",
      "t=0.48\n",
      "t=0.50\n",
      "t=0.52\n",
      "t=0.54\n",
      "t=0.56\n",
      "t=0.58\n",
      "t=0.60\n",
      "t=0.62\n",
      "t=0.64\n",
      "t=0.66\n",
      "t=0.68\n",
      "t=0.70\n",
      "t=0.72\n",
      "t=0.74\n",
      "t=0.76\n",
      "t=0.78\n",
      "t=0.80\n",
      "t=0.82\n",
      "t=0.84\n",
      "t=0.86\n",
      "t=0.88\n",
      "t=0.90\n",
      "t=0.92\n",
      "t=0.94\n",
      "t=0.96\n",
      "t=0.98\n",
      "t=1.00\n",
      "t=1.02\n",
      "t=1.04\n",
      "t=1.06\n",
      "t=1.08\n",
      "t=1.10\n",
      "t=1.12\n",
      "t=1.14\n",
      "t=1.16\n",
      "t=1.18\n",
      "t=1.20\n",
      "t=1.22\n",
      "t=1.24\n",
      "t=1.26\n",
      "t=1.28\n",
      "t=1.30\n",
      "t=1.32\n",
      "t=1.34\n",
      "t=1.36\n",
      "t=1.38\n",
      "t=1.40\n",
      "t=1.42\n",
      "t=1.44\n",
      "t=1.46\n",
      "t=1.48\n",
      "t=1.50\n",
      "t=1.52\n",
      "t=1.54\n",
      "t=1.56\n",
      "t=1.58\n",
      "t=1.60\n",
      "t=1.62\n",
      "t=1.64\n",
      "t=1.66\n",
      "t=1.68\n",
      "t=1.70\n",
      "t=1.72\n",
      "t=1.74\n",
      "t=1.76\n",
      "t=1.78\n",
      "t=1.80\n",
      "t=1.82\n",
      "t=1.84\n",
      "t=1.86\n",
      "t=1.88\n",
      "t=1.90\n",
      "t=1.92\n",
      "t=1.94\n",
      "t=1.96\n",
      "t=1.98\n",
      "t=2.00\n",
      "t=2.02\n",
      "t=2.04\n",
      "t=2.06\n",
      "t=2.08\n",
      "t=2.10\n",
      "t=2.12\n",
      "t=2.14\n",
      "t=2.16\n",
      "t=2.18\n",
      "t=2.20\n",
      "t=2.22\n",
      "t=2.24\n",
      "t=2.26\n",
      "t=2.28\n",
      "t=2.30\n",
      "t=2.32\n",
      "t=2.34\n",
      "t=2.36\n",
      "t=2.38\n",
      "t=2.40\n",
      "t=2.42\n",
      "t=2.44\n",
      "t=2.46\n",
      "t=2.48\n",
      "t=2.50\n",
      "t=2.52\n",
      "t=2.54\n",
      "t=2.56\n",
      "t=2.58\n",
      "t=2.60\n",
      "t=2.62\n",
      "t=2.64\n",
      "t=2.66\n",
      "t=2.68\n",
      "t=2.70\n",
      "t=2.72\n",
      "t=2.74\n",
      "t=2.76\n",
      "t=2.78\n",
      "t=2.80\n",
      "t=2.82\n",
      "t=2.84\n",
      "t=2.86\n",
      "t=2.88\n",
      "t=2.90\n",
      "t=2.92\n",
      "t=2.94\n",
      "t=2.96\n",
      "t=2.98\n",
      "t=3.00\n",
      "t=3.02\n",
      "t=3.04\n",
      "t=3.06\n",
      "t=3.08\n",
      "t=3.10\n",
      "t=3.12\n",
      "t=3.14\n",
      "t=3.16\n",
      "t=3.18\n",
      "t=3.20\n",
      "t=3.22\n",
      "t=3.24\n",
      "t=3.26\n",
      "t=3.28\n",
      "t=3.30\n",
      "t=3.32\n",
      "t=3.34\n",
      "t=3.36\n",
      "t=3.38\n",
      "t=3.40\n",
      "t=3.42\n",
      "t=3.44\n",
      "t=3.46\n",
      "t=3.48\n",
      "t=3.50\n",
      "t=3.52\n",
      "t=3.54\n",
      "t=3.56\n",
      "t=3.58\n",
      "t=3.60\n",
      "t=3.62\n",
      "t=3.64\n",
      "t=3.66\n",
      "t=3.68\n",
      "t=3.70\n",
      "t=3.72\n",
      "t=3.74\n",
      "t=3.76\n",
      "t=3.78\n",
      "t=3.80\n",
      "t=3.82\n",
      "t=3.84\n",
      "t=3.86\n",
      "t=3.88\n",
      "t=3.90\n",
      "t=3.92\n",
      "t=3.94\n",
      "t=3.96\n",
      "t=3.98\n",
      "t=4.00\n",
      "t=4.02\n",
      "t=4.04\n",
      "t=4.06\n",
      "t=4.08\n",
      "t=4.10\n",
      "t=4.12\n",
      "t=4.14\n",
      "t=4.16\n",
      "t=4.18\n",
      "t=4.20\n",
      "t=4.22\n",
      "t=4.24\n",
      "t=4.26\n",
      "t=4.28\n",
      "t=4.30\n",
      "t=4.32\n",
      "t=4.34\n",
      "t=4.36\n",
      "t=4.38\n",
      "t=4.40\n",
      "t=4.42\n",
      "t=4.44\n",
      "t=4.46\n",
      "t=4.48\n",
      "t=4.50\n",
      "t=4.52\n",
      "t=4.54\n",
      "t=4.56\n",
      "t=4.58\n",
      "t=4.60\n",
      "t=4.62\n",
      "t=4.64\n",
      "t=4.66\n",
      "t=4.68\n",
      "t=4.70\n",
      "t=4.72\n",
      "t=4.74\n",
      "t=4.76\n",
      "t=4.78\n",
      "t=4.80\n",
      "t=4.82\n",
      "t=4.84\n",
      "t=4.86\n",
      "t=4.88\n",
      "t=4.90\n",
      "t=4.92\n",
      "t=4.94\n",
      "t=4.96\n",
      "t=4.98\n",
      "t=5.00\n",
      "t=5.02\n",
      "t=5.04\n",
      "t=5.06\n",
      "t=5.08\n",
      "t=5.10\n",
      "t=5.12\n",
      "t=5.14\n",
      "t=5.16\n",
      "t=5.18\n",
      "t=5.20\n",
      "t=5.22\n",
      "t=5.24\n",
      "t=5.26\n",
      "t=5.28\n",
      "t=5.30\n",
      "t=5.32\n",
      "t=5.34\n",
      "t=5.36\n",
      "t=5.38\n",
      "t=5.40\n",
      "t=5.42\n",
      "t=5.44\n",
      "t=5.46\n",
      "t=5.48\n",
      "t=5.50\n",
      "t=5.52\n",
      "t=5.54\n",
      "t=5.56\n",
      "t=5.58\n",
      "t=5.60\n",
      "t=5.62\n",
      "t=5.64\n",
      "t=5.66\n",
      "t=5.68\n",
      "t=5.70\n",
      "t=5.72\n",
      "t=5.74\n",
      "t=5.76\n",
      "t=5.78\n",
      "t=5.80\n",
      "t=5.82\n",
      "t=5.84\n",
      "t=5.86\n",
      "t=5.88\n",
      "t=5.90\n",
      "t=5.92\n",
      "t=5.94\n",
      "t=5.96\n",
      "t=5.98\n",
      "t=6.00\n",
      "t=6.02\n",
      "t=6.04\n",
      "t=6.06\n",
      "t=6.08\n",
      "t=6.10\n",
      "t=6.12\n",
      "t=6.14\n",
      "t=6.16\n",
      "t=6.18\n",
      "t=6.20\n",
      "t=6.22\n",
      "t=6.24\n",
      "t=6.26\n",
      "t=6.28\n",
      "t=6.30\n",
      "t=6.32\n",
      "t=6.34\n",
      "t=6.36\n",
      "t=6.38\n",
      "t=6.40\n",
      "t=6.42\n",
      "t=6.44\n",
      "t=6.46\n",
      "t=6.48\n",
      "t=6.50\n",
      "t=6.52\n",
      "t=6.54\n",
      "t=6.56\n",
      "t=6.58\n",
      "t=6.60\n",
      "t=6.62\n",
      "t=6.64\n",
      "t=6.66\n",
      "t=6.68\n",
      "t=6.70\n",
      "t=6.72\n",
      "t=6.74\n",
      "t=6.76\n",
      "t=6.78\n",
      "t=6.80\n",
      "t=6.82\n",
      "t=6.84\n",
      "t=6.86\n",
      "t=6.88\n",
      "t=6.90\n",
      "t=6.92\n",
      "t=6.94\n",
      "t=6.96\n",
      "t=6.98\n",
      "t=7.00\n",
      "t=7.02\n",
      "t=7.04\n",
      "t=7.06\n",
      "t=7.08\n",
      "t=7.10\n",
      "t=7.12\n",
      "t=7.14\n",
      "t=7.16\n",
      "t=7.18\n",
      "t=7.20\n",
      "t=7.22\n",
      "t=7.24\n",
      "t=7.26\n",
      "t=7.28\n",
      "t=7.30\n",
      "t=7.32\n",
      "t=7.34\n",
      "t=7.36\n",
      "t=7.38\n",
      "t=7.40\n",
      "t=7.42\n",
      "t=7.44\n",
      "t=7.46\n",
      "t=7.48\n",
      "t=7.50\n",
      "t=7.52\n",
      "t=7.54\n",
      "t=7.56\n",
      "t=7.58\n",
      "t=7.60\n",
      "t=7.62\n",
      "t=7.64\n",
      "t=7.66\n",
      "t=7.68\n",
      "t=7.70\n",
      "t=7.72\n",
      "t=7.74\n",
      "t=7.76\n",
      "t=7.78\n",
      "t=7.80\n",
      "t=7.82\n",
      "t=7.84\n",
      "t=7.86\n",
      "t=7.88\n",
      "t=7.90\n",
      "t=7.92\n",
      "t=7.94\n",
      "t=7.96\n",
      "t=7.98\n",
      "t=8.00\n",
      "t=8.02\n",
      "t=8.04\n",
      "t=8.06\n",
      "t=8.08\n",
      "t=8.10\n",
      "t=8.12\n",
      "t=8.14\n",
      "t=8.16\n",
      "t=8.18\n",
      "t=8.20\n",
      "t=8.22\n",
      "t=8.24\n",
      "t=8.26\n",
      "t=8.28\n",
      "t=8.30\n",
      "t=8.32\n",
      "t=8.34\n",
      "t=8.36\n",
      "t=8.38\n",
      "t=8.40\n",
      "t=8.42\n",
      "t=8.44\n",
      "t=8.46\n",
      "t=8.48\n",
      "t=8.50\n",
      "t=8.52\n",
      "t=8.54\n",
      "t=8.56\n",
      "t=8.58\n",
      "t=8.60\n",
      "t=8.62\n",
      "t=8.64\n",
      "t=8.66\n",
      "t=8.68\n",
      "t=8.70\n",
      "t=8.72\n",
      "t=8.74\n",
      "t=8.76\n",
      "t=8.78\n",
      "t=8.80\n",
      "t=8.82\n",
      "t=8.84\n",
      "t=8.86\n",
      "t=8.88\n",
      "t=8.90\n",
      "t=8.92\n",
      "t=8.94\n",
      "t=8.96\n",
      "t=8.98\n",
      "t=9.00\n",
      "t=9.02\n",
      "t=9.04\n",
      "t=9.06\n",
      "t=9.08\n",
      "t=9.10\n",
      "t=9.12\n",
      "t=9.14\n",
      "t=9.16\n",
      "t=9.18\n",
      "t=9.20\n",
      "t=9.22\n",
      "t=9.24\n",
      "t=9.26\n",
      "t=9.28\n",
      "t=9.30\n",
      "t=9.32\n",
      "t=9.34\n",
      "t=9.36\n",
      "t=9.38\n",
      "t=9.40\n",
      "t=9.42\n",
      "t=9.44\n",
      "t=9.46\n",
      "t=9.48\n",
      "t=9.50\n",
      "t=9.52\n",
      "t=9.54\n",
      "t=9.56\n",
      "t=9.58\n",
      "t=9.60\n",
      "t=9.62\n",
      "t=9.64\n",
      "t=9.66\n",
      "t=9.68\n",
      "t=9.70\n",
      "t=9.72\n",
      "t=9.74\n",
      "t=9.76\n",
      "t=9.78\n",
      "t=9.80\n",
      "t=9.82\n",
      "t=9.84\n",
      "t=9.86\n",
      "t=9.88\n",
      "t=9.90\n",
      "t=9.92\n",
      "t=9.94\n",
      "t=9.96\n",
      "t=9.98\n",
      "t=10.00\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dudtspec = paddle.zeros((3, solver.lmax, solver.mmax), dtype=paddle.float64)\n",
    "dudtspec = dudtspec.astype(paddle.complex128).to(device)\n",
    "\n",
    "nnew = 0\n",
    "nnow = 1\n",
    "nold = 2\n",
    "\n",
    "uspec = uspec0.clone().to(device)\n",
    "# pde = 'allen-cahn'\n",
    "pde = \"ginzburg-landau\"\n",
    "\n",
    "# prepare figure for animation\n",
    "fig = plt.figure(figsize=(8, 6), dpi=72)\n",
    "moviewriter = animation.writers[\"pillow\"](fps=20)\n",
    "moviewriter.setup(fig, pde + \".gif\", dpi=72)\n",
    "\n",
    "with paddle.no_grad():\n",
    "    for iter in range(maxiter + 1):\n",
    "        t = iter * dt\n",
    "\n",
    "        if iter % 20 == 0:\n",
    "            print(f\"t={t:.2f}\")\n",
    "            plt.clf()\n",
    "            solver.plot_specdata(uspec, fig, cmap=cmap)\n",
    "            plt.draw()\n",
    "            moviewriter.grab_frame()\n",
    "\n",
    "        dudtspec[nnew] = solver.dudtspec(uspec, pde=pde)\n",
    "\n",
    "        # forward euler, then 2nd-order adams-bashforth time steps to start.\n",
    "        if iter == 0:\n",
    "            dudtspec[nnow] = dudtspec[nnew]\n",
    "            dudtspec[nold] = dudtspec[nnew]\n",
    "        elif iter == 1:\n",
    "            dudtspec[nold] = dudtspec[nnew]\n",
    "\n",
    "        uspec = uspec + solver.dt * (\n",
    "            (23.0 / 12.0) * dudtspec[nnew]\n",
    "            - (16.0 / 12.0) * dudtspec[nnow]\n",
    "            + (5.0 / 12.0) * dudtspec[nold]\n",
    "        )\n",
    "\n",
    "        # implicit hyperdiffusion for vort and div.\n",
    "        # uspec[1:] = swe_solver.hyperdiff * uspec[1:]\n",
    "        # switch indices, do next time step.\n",
    "        nsav1 = nnew\n",
    "        nsav2 = nnow\n",
    "        nnew = nold\n",
    "        nnow = nsav1\n",
    "        nold = nsav2\n",
    "\n",
    "moviewriter.finish()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "paddle310",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
